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2.615-2.17l-4.287-11.92h2.811l2.923 8.798 3.022-8.798H259l-4.47 12.345zM11 36h13v5H11v-5zm23 5v19h-5V36h18v5H34zm19-5l5 .056V51.53c0 7.551-3.055 14.793-8.494 20.132C44.068 77.001 36.691 80 29 80v-5c6.302-.004 12.343-2.643 16.794-7.023 4.45-4.38 7.217-10.317 7.206-16.504V36zM24 5.298C13.083 7.717 5.337 17.153 5.333 28.038V41H0V28.038C.008 14.292 10.097 2.505 24 0v5.298z"></path></svg><span class="visually-hidden">Tampere university / Tampere university of applied sciences</span></a></div><button aria-label="Search" class="AppMainHeader__StyledToggle-sc-1grdbep-5 cBLPyP"><svg aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M23.06,20.94l-5.59-5.59A8.42,8.42,0,0,0,19,10.5,8.5,8.5,0,1,0,10.5,19a8.42,8.42,0,0,0,4.85-1.53l5.59,5.59ZM10.5,16A5.5,5.5,0,1,1,16,10.5,5.51,5.51,0,0,1,10.5,16Z"></path></svg><span>Search</span></button><button aria-label="Menu" class="AppMainHeader__StyledToggle-sc-1grdbep-5 cBLPyP"><svg aria-hidden="true" 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class="ContentTag__StyledTag-sc-11atr4v-1 bQZiLt">Research theme</span></div><div class="AppMainResearchGroupTemplate__StyledTitle-sc-1k5wvgf-2 jEOLTz"><h1 class="ContentTitle__StyledContentTitle-sc-n4dm18-0 dhWQXL">Data Science Research Centre</h1></div></div><div class="AppMainResearchGroupTemplate__StyledHeaderMeta-sc-1k5wvgf-3 louxCv"><div class="AppMainResearchGroupTemplate__StyledColumn-sc-1k5wvgf-4 hrfuwv"><div class="AppMainResearchGroupTemplate__StyledMetaWrapper-sc-1k5wvgf-5 fgvvA-D"><div class="Organization__StyledOrganizationWrapper-sc-13nupo3-0 clAitr"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12,18a6,6,0,1,1,6-6A6,6,0,0,1,12,18ZM12,8a4,4,0,1,0,4,4A4,4,0,0,0,12,8Z"></path></svg><span class="OrganizationName__StyledOrganizationName-sc-1r0e2y9-0 eTlXwg organization-name">Tampere University</span></div></div><div class="AppMainResearchGroupTemplate__StyledMetaWrapper-sc-1k5wvgf-5 fotMDC"><div class="AppMainResearchGroupTemplate__StyledMetaItemNoIcon-sc-1k5wvgf-6 kGrMM"><a href="/en/about-us/faculty-information-technology-and-communication-sciences">Faculty of Information Technology and Communication Sciences</a></div><div class="AppMainResearchGroupTemplate__StyledMetaItemNoIcon-sc-1k5wvgf-6 kGrMM"><a href="/en/about-us/computing-sciences">Computing Sciences</a></div></div><div class="AppMainResearchGroupTemplate__StyledMetaWrapper-sc-1k5wvgf-5 iWFygV"><div class="MetaItemWithIcon__StyledItemWrapper-sc-1pokkx6-0 dPDGUV"><span><svg height="1rem" width="1rem" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M21.79,19H2.21L12,3.09Zm-16-2H18.21L12,6.91Z"></path></svg></span><span class="visually-hidden">Area of focus</span><span><span>Technology </span></span></div></div><div class="AppMainResearchGroupTemplate__StyledMetaWrapper-sc-1k5wvgf-5 iWFygV"><div class="MetaItemWithIcon__StyledItemWrapper-sc-1pokkx6-0 dPDGUV"><span><svg height="1rem" width="1rem" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M21.79,19H2.21L12,3.09Zm-16-2H18.21L12,6.91Z"></path></svg></span><span class="visually-hidden">Area of focus</span><span><span>Ecological innovations and social challenges <br/></span></span></div></div></div><div class="AppMainResearchGroupTemplate__StyledColumn-sc-1k5wvgf-4 hrfuwv"></div></div><article class="AppMainResearchGroupTemplate__StyledPageWrapper-sc-1k5wvgf-7 hQUtLV"><div class="TabSwitcher__StyledCardSwitcher-sc-fo2dwl-0 cTKkQa"><div class="TabSwitcher__StyledToggleSwitcher-sc-fo2dwl-1 vXegL"><div class="TabSwitcherPanel__StyledCardSwitcherPanel-sc-1av2sic-0 hSwjXX"><div role="tablist" class="TabSwitcherButton__StyledSwitcherSwitch-sc-1he0eus-0 IbHeH"><button role="tab" aria-selected="true" aria-controls="switcher-target-overview" id="switcher-trigger-overview" class="TabSwitcherButton__StyledSwitcherButtonToggler-sc-1he0eus-1 cawrIK btn-switcher active">Overview</button></div><div role="tablist" class="TabSwitcherButton__StyledSwitcherSwitch-sc-1he0eus-0 IbHeH"><button role="tab" aria-selected="false" aria-controls="switcher-target-people" id="switcher-trigger-people" class="TabSwitcherButton__StyledSwitcherButtonToggler-sc-1he0eus-1 cawrIK btn-switcher">People</button></div><div role="tablist" class="TabSwitcherButton__StyledSwitcherSwitch-sc-1he0eus-0 IbHeH"><button role="tab" aria-selected="false" aria-controls="switcher-target-master-thesis-bank" id="switcher-trigger-master-thesis-bank" class="TabSwitcherButton__StyledSwitcherButtonToggler-sc-1he0eus-1 cawrIK btn-switcher">Master Thesis Bank</button></div><div role="tablist" class="TabSwitcherButton__StyledSwitcherSwitch-sc-1he0eus-0 IbHeH"><button role="tab" aria-selected="false" aria-controls="switcher-target-news" id="switcher-trigger-news" class="TabSwitcherButton__StyledSwitcherButtonToggler-sc-1he0eus-1 cawrIK btn-switcher">News</button></div></div><div class="TabSwitcherContent__StyledContentWrapper-sc-1jk8vcg-0 hTXszZ tabbed-content active" role="tabpanel" id="switcher-target-overview" aria-hidden="false" aria-label="Overview"><div class="ResearchGroupAboutContent__StyledSwitcherContent-sc-1f1dnii-0 bBBvGl"><div class="ResearchGroupAboutContent__StyledInnerLayout-sc-1f1dnii-1 hjzLSE"><div class="ResearchGroupAboutContent__StyledFieldWrapper-sc-1f1dnii-3 cTEYma"><div color="brand-purple" class="ContentBodyField__StyledBodyWrapper-sc-qn41hf-0 hyABeM"><p>We conduct research in data science and statistics, focusing on diverse applications. We develop innovative machine learning models for image processing, medicine, and financial forecasting. In statistics, we concentrate on probabilistic machine learning, finite mixtures, survival analysis, and time-series analysis. We explore rule-based, machine learning and AI approaches for NLP. Our recent focus is on fair and transparent machine learning and recommender systems. We also study complex systems using network science in social, biological, and financial networks. Our developments apply across fields like image processing and social network analysis.</p></div></div><div class="ResearchGroupAboutContent__StyledFieldWrapper-sc-1f1dnii-3 cTEYma"><h2 class="ResearchGroupAboutContent__StyledFieldTitle-sc-1f1dnii-4 hSItvz">Contact persons</h2><div class="ResearchGroupAboutContent__StyledMemberCardWrapper-sc-1f1dnii-6 jmayzM"><div class="PersonList__StyledWrapper-sc-kutzqm-0 fWPcYC"><a href="/en/people/konstantinos-stefanidis"><div class="PersonList__StyledCardHeader-sc-kutzqm-5 iEWZkL"><div class="ContentTag__StyledLabel-sc-11atr4v-0 giowEe"><svg aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="5 24 0 24 0 0 18 0 18 5 5 5 5 24"></polygon></svg><span class="ContentTag__StyledTag-sc-11atr4v-1 bQZiLt"></span></div><div class="PersonList__StyledOrganizationWrapper-sc-kutzqm-7 hHFypB"><div class="Organization__StyledOrganizationWrapper-sc-13nupo3-0 clAitr"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12,18a6,6,0,1,1,6-6A6,6,0,0,1,12,18ZM12,8a4,4,0,1,0,4,4A4,4,0,0,0,12,8Z"></path></svg><span class="OrganizationName__StyledOrganizationName-sc-1r0e2y9-0 eTlXwg organization-name">Tampere University</span></div></div></div><div class="PersonList__StyledInfoWrapper-sc-kutzqm-1 jSMtsW"><div class="PersonList__StyledColumn-sc-kutzqm-2 ovUPq"><img alt="" loading="lazy" width="120" height="120" decoding="async" data-nimg="1" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5601.jpg%3Fitok%3Dhn4difgo&w=128&q=75 1x, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5601.jpg%3Fitok%3Dhn4difgo&w=256&q=75 2x" src="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5601.jpg%3Fitok%3Dhn4difgo&w=256&q=75"/></div><div class="PersonList__StyledColumn-sc-kutzqm-2 ovUPq"><h3>Konstantinos Stefanidis</h3><span class="PersonList__StyledInfo-sc-kutzqm-3 fKfaxu">Professor</span>.<span class="PersonList__StyledInfo-sc-kutzqm-3 fKfaxu"> Data science. </span><span class="PersonList__StyledInfo-sc-kutzqm-3 fKfaxu"> Faculty of Information Technology and Communication Sciences.</span><div class="PersonList__StyledInfoSection-sc-kutzqm-4 ieVqkM">+358504174121</div><div class="PersonList__StyledInfoSection-sc-kutzqm-4 ieVqkM no-link"><span class="spamspan"><span class="u">konstantinos.stefanidis</span> [at] <span class="d">tuni.fi</span><span class="t"> (konstantinos[dot]stefanidis[at]tuni[dot]fi)</span></span></div></div></div><div class="PersonList__StyledCardFooter-sc-kutzqm-6 eOXplB"><svg height="21" width="24" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="13.41 2.59 10.59 5.41 15.17 10 2 10 2 14 15.17 14 10.59 18.59 13.41 21.41 22.83 12 13.41 2.59"></polygon></svg></div></a></div></div></div></div><div class="LiftupField__StyledLiftupsSection-sc-kvxjnu-0 hCOKMz"><div class="LiftupField__StyledLiftupsWrapper-sc-kvxjnu-1 bkdqBl"><div color="white" class="StoryAndLinkLiftup__StyledWrapper-sc-cjjnl3-0 buYTqy"><div class="StoryAndLinkLiftup__StyledColumn-sc-cjjnl3-1 jeYGUO"></div><div class="StoryAndLinkLiftup__StyledColumn-sc-cjjnl3-1 jeYGUO"><div class="StoryAndLinkLiftup__StyledInfoSection-sc-cjjnl3-2 epUQMZ"><h2 id="paragraph-anchor--3ffaf9fe-8327-4b69-a074-fae6509692fa">Signal Analysis and Machine Intelligence</h2><div class="StoryAndLinkLiftup__StyledContainer-sc-cjjnl3-7 jFljen"><p class="StoryAndLinkLiftup__StyledText-sc-cjjnl3-4 cLprnr">In the field of Machine Learning, Prof. Gabbouj’s Signal Analysis and Machine Intelligence Group introduced a paradigm shift in ANN by extending the linear operation part of the perceptron to an arbitrary nonlinear function. In this way, Multilayer Perceptrons (MLP) were upgraded to Generalized Operational Perceptrons, and Convolutional Neural Networks (CNN) were extended to Operational Neural Networks (ONN). </p></div><div color="port-gore" class="StoryAndLinkLiftup__StyledLinkWrapper-sc-cjjnl3-5 cvWtuB"><div color="white" class="LinkWithIcon__StyledLinkWrapper-sc-1yd8gkn-0 bDWLac"><a href="https://www.tuni.fi/en/research/signal-analysis-and-machine-intelligence-sami" rel="noreferrer"><svg height="21" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="6 4 6 8 13.17 8 2.59 18.59 5.41 21.41 16 10.83 16 18 20 18 20 4 6 4"></polygon></svg><span>Signal Analysis and Machine Intelligence Group </span></a></div><div color="white" class="LinkWithIcon__StyledLinkWrapper-sc-1yd8gkn-0 bDWLac"><a href="https://www.tuni.fi/en/moncef-gabbouj" rel="noreferrer"><svg height="21" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="6 4 6 8 13.17 8 2.59 18.59 5.41 21.41 16 10.83 16 18 20 18 20 4 6 4"></polygon></svg><span>Prof. Moncef Gabbouj</span></a></div></div></div></div></div></div><div class="LiftupField__StyledLiftupsWrapper-sc-kvxjnu-1 bkdqBl"><div color="white" class="StoryAndLinkLiftup__StyledWrapper-sc-cjjnl3-0 buYTqy"><div class="StoryAndLinkLiftup__StyledColumn-sc-cjjnl3-1 jeYGUO"></div><div class="StoryAndLinkLiftup__StyledColumn-sc-cjjnl3-1 jeYGUO"><div class="StoryAndLinkLiftup__StyledInfoSection-sc-cjjnl3-2 epUQMZ"><h2 id="paragraph-anchor--26f96a2f-255c-4d9a-b682-bfa5938ad77a">Financial Computing and Data Analytics</h2><div class="StoryAndLinkLiftup__StyledContainer-sc-cjjnl3-7 jFljen"><p class="StoryAndLinkLiftup__StyledText-sc-cjjnl3-4 cLprnr">Prof. Kanniainen is leading Financial Computing and Data Analytics group. His group, in collaboration with Prof Gabbouj, has developed interpretable Machine Learning methods for Time-Series Modelling. The model is called Temporal Attention-Augmented Bilinear Network, which is highly interpretable, given its ability to highlight the importance and contribution of each temporal instance, thus allowing further analysis on the time instances of interest. Moreover, the group has developed network methods to model information cascades with partial observations on individuals’ states, which are applied for stock markets. These methods can be used to study how social relations drive investors in their decision making and to identify abuse of information in stock markets. </p></div><div color="port-gore" class="StoryAndLinkLiftup__StyledLinkWrapper-sc-cjjnl3-5 cvWtuB"><div color="white" class="LinkWithIcon__StyledLinkWrapper-sc-1yd8gkn-0 bDWLac"><a href="https://www.tuni.fi/en/research/financial-computing-and-data-analytics" rel="noreferrer"><svg height="21" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="6 4 6 8 13.17 8 2.59 18.59 5.41 21.41 16 10.83 16 18 20 18 20 4 6 4"></polygon></svg><span>Financial Computing and Data Analytics</span></a></div><div color="white" class="LinkWithIcon__StyledLinkWrapper-sc-1yd8gkn-0 bDWLac"><a href="https://www.tuni.fi/en/juho-kanniainen" rel="noreferrer"><svg height="21" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="6 4 6 8 13.17 8 2.59 18.59 5.41 21.41 16 10.83 16 18 20 18 20 4 6 4"></polygon></svg><span>Prof. Juho Kanniainen</span></a></div></div></div></div></div></div><div class="LiftupField__StyledLiftupsWrapper-sc-kvxjnu-1 bkdqBl"><div color="white" class="StoryAndLinkLiftup__StyledWrapper-sc-cjjnl3-0 buYTqy"><div class="StoryAndLinkLiftup__StyledColumn-sc-cjjnl3-1 jeYGUO"></div><div class="StoryAndLinkLiftup__StyledColumn-sc-cjjnl3-1 jeYGUO"><div class="StoryAndLinkLiftup__StyledInfoSection-sc-cjjnl3-2 epUQMZ"><h2 id="paragraph-anchor--91ed51a3-f389-4ac7-a178-b4caf215e04d">Natural Language Processing</h2><div class="StoryAndLinkLiftup__StyledContainer-sc-cjjnl3-7 jFljen"><p class="StoryAndLinkLiftup__StyledText-sc-cjjnl3-4 cLprnr">Our Natural Language Processing group, led by Prof. Nummenmaa, has developed novel rule-based and machine learning approaches for question answering, to retrieve answers to natural language queries from big data and knowledge bases. The group has also developed methods for managing and analyzing grammatically parsed data and worked on different text mining tasks, such as frequent pattern mining and distinguishing pattern mining, including sequence mining for textual representations, suitable for mining biological data, represented as text. </p></div><div color="port-gore" class="StoryAndLinkLiftup__StyledLinkWrapper-sc-cjjnl3-5 cvWtuB"><div color="white" class="LinkWithIcon__StyledLinkWrapper-sc-1yd8gkn-0 bDWLac"><a href="https://www.tuni.fi/en/research/tampere-natural-language-processing-nlp-group" rel="noreferrer"><svg height="21" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="6 4 6 8 13.17 8 2.59 18.59 5.41 21.41 16 10.83 16 18 20 18 20 4 6 4"></polygon></svg><span>Natural Language Processing Group</span></a></div><div color="white" class="LinkWithIcon__StyledLinkWrapper-sc-1yd8gkn-0 bDWLac"><a href="https://www.tuni.fi/en/jyrki-nummenmaa" rel="noreferrer"><svg height="21" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="6 4 6 8 13.17 8 2.59 18.59 5.41 21.41 16 10.83 16 18 20 18 20 4 6 4"></polygon></svg><span>Prof. Jyrki Nummenmaa</span></a></div></div></div></div></div></div><div class="LiftupField__StyledLiftupsWrapper-sc-kvxjnu-1 bkdqBl"><div color="white" class="StoryAndLinkLiftup__StyledWrapper-sc-cjjnl3-0 buYTqy"><div class="StoryAndLinkLiftup__StyledColumn-sc-cjjnl3-1 jeYGUO"><div class="StoryAndLinkLiftup__StyledImageWrapper-sc-cjjnl3-3 hEAVdx"><img alt="" loading="lazy" width="870" height="580" decoding="async" data-nimg="1" style="color:transparent" sizes="(max-width: 768px) 100vw, (min-width: 769px) 33vw" srcSet="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2Frecsysgroup_1.jpg%3Fitok%3Dif-nqBRN&w=256&q=75 256w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2Frecsysgroup_1.jpg%3Fitok%3Dif-nqBRN&w=384&q=75 384w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2Frecsysgroup_1.jpg%3Fitok%3Dif-nqBRN&w=640&q=75 640w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2Frecsysgroup_1.jpg%3Fitok%3Dif-nqBRN&w=750&q=75 750w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2Frecsysgroup_1.jpg%3Fitok%3Dif-nqBRN&w=828&q=75 828w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2Frecsysgroup_1.jpg%3Fitok%3Dif-nqBRN&w=1080&q=75 1080w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2Frecsysgroup_1.jpg%3Fitok%3Dif-nqBRN&w=1200&q=75 1200w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2Frecsysgroup_1.jpg%3Fitok%3Dif-nqBRN&w=1920&q=75 1920w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2Frecsysgroup_1.jpg%3Fitok%3Dif-nqBRN&w=2048&q=75 2048w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2Frecsysgroup_1.jpg%3Fitok%3Dif-nqBRN&w=3840&q=75 3840w" src="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2Frecsysgroup_1.jpg%3Fitok%3Dif-nqBRN&w=3840&q=75"/></div></div><div class="StoryAndLinkLiftup__StyledColumn-sc-cjjnl3-1 jeYGUO"><div class="StoryAndLinkLiftup__StyledInfoSection-sc-cjjnl3-2 epUQMZ"><h2 id="paragraph-anchor--5ba93495-72f6-408f-857a-419e6cc06ee6">Recommender Systems</h2><div class="StoryAndLinkLiftup__StyledContainer-sc-cjjnl3-7 jFljen"><p class="StoryAndLinkLiftup__StyledText-sc-cjjnl3-4 cLprnr">Recommender Systems tend to anticipate user needs by automatically suggesting the information which is most appropriate to the users and their current context. Prof. Stefanidis' Recommender Systems Group focuses on algorithmic approaches for traditional and more sophisticated scenarios, like group and sequential recommendations, developing and applying machine learning solutions, and building on both numerical ratings and textual reviews. Moreover, the group studies the big data integration and entity resolution problem for highly heterogeneous data, with a recent focus on progressive solutions for entity matching. </p></div><div color="port-gore" class="StoryAndLinkLiftup__StyledLinkWrapper-sc-cjjnl3-5 cvWtuB"><div color="white" class="LinkWithIcon__StyledLinkWrapper-sc-1yd8gkn-0 bDWLac"><a href="https://research.tuni.fi/recsys/" rel="noreferrer"><svg height="21" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="6 4 6 8 13.17 8 2.59 18.59 5.41 21.41 16 10.83 16 18 20 18 20 4 6 4"></polygon></svg><span>Recommender Systems Group</span></a></div><div color="white" class="LinkWithIcon__StyledLinkWrapper-sc-1yd8gkn-0 bDWLac"><a href="https://homepages.tuni.fi/konstantinos.stefanidis/" rel="noreferrer"><svg height="21" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="6 4 6 8 13.17 8 2.59 18.59 5.41 21.41 16 10.83 16 18 20 18 20 4 6 4"></polygon></svg><span>Prof. Konstantinos Stefanidis</span></a></div></div></div></div></div></div><div class="LiftupField__StyledLiftupsWrapper-sc-kvxjnu-1 bkdqBl"><div color="white" class="StoryAndLinkLiftup__StyledWrapper-sc-cjjnl3-0 buYTqy"><div class="StoryAndLinkLiftup__StyledColumn-sc-cjjnl3-1 jeYGUO"></div><div class="StoryAndLinkLiftup__StyledColumn-sc-cjjnl3-1 jeYGUO"><div class="StoryAndLinkLiftup__StyledInfoSection-sc-cjjnl3-2 epUQMZ"><h2 id="paragraph-anchor--46846125-eabd-416f-b226-7d114c263574">Statistical Machine Learning and Exploratory Data Analysis</h2><div class="StoryAndLinkLiftup__StyledContainer-sc-cjjnl3-7 jFljen"><p class="StoryAndLinkLiftup__StyledText-sc-cjjnl3-4 cLprnr">Prof. Peltonen’s Statistical Machine Learning and Exploratory Data Analysis Group focuses on designing and developing Statistical Machine Learning solutions for modeling and exploring data. This includes novel methods for modeling text and matrix data with topic modeling approaches, vectorial embedding approaches generalizing word embeddings, and novel matrix factorization solutions. His group also works on methods for information retrieval from large databases, including modeling and elicitation of user intent by Bayesian regression, probabilistic retrieval, and visualization of user intent. </p></div><div color="port-gore" class="StoryAndLinkLiftup__StyledLinkWrapper-sc-cjjnl3-5 cvWtuB"><div color="white" class="LinkWithIcon__StyledLinkWrapper-sc-1yd8gkn-0 bDWLac"><a href="https://www.tuni.fi/en/research/statistical-machine-learning-and-exploratory-data-analytics-smile" rel="noreferrer"><svg height="21" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="6 4 6 8 13.17 8 2.59 18.59 5.41 21.41 16 10.83 16 18 20 18 20 4 6 4"></polygon></svg><span>Statistical Machine Learning and Exploratory Data Analysis Group </span></a></div><div color="white" class="LinkWithIcon__StyledLinkWrapper-sc-1yd8gkn-0 bDWLac"><a href="https://www.tuni.fi/en/jaakko-peltonen" rel="noreferrer"><svg height="21" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="6 4 6 8 13.17 8 2.59 18.59 5.41 21.41 16 10.83 16 18 20 18 20 4 6 4"></polygon></svg><span>Prof. Jaakko Peltonen</span></a></div></div></div></div></div></div><div class="LiftupField__StyledLiftupsWrapper-sc-kvxjnu-1 bkdqBl"><div color="white" class="StoryAndLinkLiftup__StyledWrapper-sc-cjjnl3-0 buYTqy"><div class="StoryAndLinkLiftup__StyledColumn-sc-cjjnl3-1 jeYGUO"><div class="StoryAndLinkLiftup__StyledImageWrapper-sc-cjjnl3-3 hEAVdx"><img alt="" loading="lazy" width="870" height="580" decoding="async" data-nimg="1" style="color:transparent" sizes="(max-width: 768px) 100vw, (min-width: 769px) 33vw" srcSet="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2F20240925_125013.jpg%3Fitok%3DwXb3jxbV&w=256&q=75 256w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2F20240925_125013.jpg%3Fitok%3DwXb3jxbV&w=384&q=75 384w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2F20240925_125013.jpg%3Fitok%3DwXb3jxbV&w=640&q=75 640w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2F20240925_125013.jpg%3Fitok%3DwXb3jxbV&w=750&q=75 750w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2F20240925_125013.jpg%3Fitok%3DwXb3jxbV&w=828&q=75 828w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2F20240925_125013.jpg%3Fitok%3DwXb3jxbV&w=1080&q=75 1080w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2F20240925_125013.jpg%3Fitok%3DwXb3jxbV&w=1200&q=75 1200w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2F20240925_125013.jpg%3Fitok%3DwXb3jxbV&w=1920&q=75 1920w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2F20240925_125013.jpg%3Fitok%3DwXb3jxbV&w=2048&q=75 2048w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2F20240925_125013.jpg%3Fitok%3DwXb3jxbV&w=3840&q=75 3840w" src="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2F20240925_125013.jpg%3Fitok%3DwXb3jxbV&w=3840&q=75"/></div></div><div class="StoryAndLinkLiftup__StyledColumn-sc-cjjnl3-1 jeYGUO"><div class="StoryAndLinkLiftup__StyledInfoSection-sc-cjjnl3-2 epUQMZ"><h2 id="paragraph-anchor--2b019815-6e78-44bd-a0a9-0ec9ee2531b6">Data Analytics and Optimization</h2><div class="StoryAndLinkLiftup__StyledContainer-sc-cjjnl3-7 jFljen"><p class="StoryAndLinkLiftup__StyledText-sc-cjjnl3-4 cLprnr">Prof. Lipping’s Data Analytics and Optimization group, located at the Pori Campus, develops deep learning and AI solutions for agriculture, health, and industry.</p></div><div color="port-gore" class="StoryAndLinkLiftup__StyledLinkWrapper-sc-cjjnl3-5 cvWtuB"><div color="white" class="LinkWithIcon__StyledLinkWrapper-sc-1yd8gkn-0 bDWLac"><a href="https://www.tuni.fi/fi/tutkimus/data-analytiikka-ja-optimointi-pori" rel="noreferrer"><svg height="21" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="6 4 6 8 13.17 8 2.59 18.59 5.41 21.41 16 10.83 16 18 20 18 20 4 6 4"></polygon></svg><span>Data Analytics and Optimization Group</span></a></div><div color="white" class="LinkWithIcon__StyledLinkWrapper-sc-1yd8gkn-0 bDWLac"><a href="https://www.tuni.fi/en/tarmo-lipping" rel="noreferrer"><svg height="21" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="6 4 6 8 13.17 8 2.59 18.59 5.41 21.41 16 10.83 16 18 20 18 20 4 6 4"></polygon></svg><span>Prof. Tarmo Lipping</span></a></div></div></div></div></div></div><div class="LiftupField__StyledLiftupsWrapper-sc-kvxjnu-1 bkdqBl"><div color="white" class="StoryAndLinkLiftup__StyledWrapper-sc-cjjnl3-0 buYTqy"><div class="StoryAndLinkLiftup__StyledColumn-sc-cjjnl3-1 jeYGUO"><div class="StoryAndLinkLiftup__StyledImageWrapper-sc-cjjnl3-3 hEAVdx"><img alt="" loading="lazy" width="870" height="580" decoding="async" data-nimg="1" style="color:transparent" sizes="(max-width: 768px) 100vw, (min-width: 769px) 33vw" srcSet="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2Ftau_tacolab_eqs.png%3Fitok%3DSzi3GDa8&w=256&q=75 256w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2Ftau_tacolab_eqs.png%3Fitok%3DSzi3GDa8&w=384&q=75 384w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2Ftau_tacolab_eqs.png%3Fitok%3DSzi3GDa8&w=640&q=75 640w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2Ftau_tacolab_eqs.png%3Fitok%3DSzi3GDa8&w=750&q=75 750w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2Ftau_tacolab_eqs.png%3Fitok%3DSzi3GDa8&w=828&q=75 828w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2Ftau_tacolab_eqs.png%3Fitok%3DSzi3GDa8&w=1080&q=75 1080w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2Ftau_tacolab_eqs.png%3Fitok%3DSzi3GDa8&w=1200&q=75 1200w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2Ftau_tacolab_eqs.png%3Fitok%3DSzi3GDa8&w=1920&q=75 1920w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2Ftau_tacolab_eqs.png%3Fitok%3DSzi3GDa8&w=2048&q=75 2048w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2Ftau_tacolab_eqs.png%3Fitok%3DSzi3GDa8&w=3840&q=75 3840w" src="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2Ftau_tacolab_eqs.png%3Fitok%3DSzi3GDa8&w=3840&q=75"/></div></div><div class="StoryAndLinkLiftup__StyledColumn-sc-cjjnl3-1 jeYGUO"><div class="StoryAndLinkLiftup__StyledInfoSection-sc-cjjnl3-2 epUQMZ"><h2 id="paragraph-anchor--a9f49641-b0ce-4a5f-9684-9637414280b4">Tampere Complexity Lab</h2><div class="StoryAndLinkLiftup__StyledContainer-sc-cjjnl3-7 jFljen"><p class="StoryAndLinkLiftup__StyledText-sc-cjjnl3-4 cLprnr">The Tampere Complexity Lab, Prof. Iñiguez’s research group in network science and computational social science, develops computational tools and mathematical theories to understand collective human behaviour by analyzing data and making models of social digital interactions available online. TaCoLAB uses an interdisciplinary, data- and mechanism-driven perspective to study group segregation in social networks, attitudinal polarization online, information diffusion, and the dynamics of ranked and hierarchical complex systems.</p></div><div color="port-gore" class="StoryAndLinkLiftup__StyledLinkWrapper-sc-cjjnl3-5 cvWtuB"><div color="white" class="LinkWithIcon__StyledLinkWrapper-sc-1yd8gkn-0 bDWLac"><a href="https://www.tuni.fi/en/research/tampere-complexity-lab" rel="noreferrer"><svg height="21" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="6 4 6 8 13.17 8 2.59 18.59 5.41 21.41 16 10.83 16 18 20 18 20 4 6 4"></polygon></svg><span>Tampere Complexity Lab</span></a></div><div color="white" class="LinkWithIcon__StyledLinkWrapper-sc-1yd8gkn-0 bDWLac"><a href="https://www.tuni.fi/en/gerardo-iniguez" rel="noreferrer"><svg height="21" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="6 4 6 8 13.17 8 2.59 18.59 5.41 21.41 16 10.83 16 18 20 18 20 4 6 4"></polygon></svg><span>Associate Prof. Gerardo Iñiguez </span></a></div></div></div></div></div></div><div class="LiftupField__StyledLiftupsWrapper-sc-kvxjnu-1 bkdqBl"><div color="white" class="StoryAndLinkLiftup__StyledWrapper-sc-cjjnl3-0 buYTqy"><div class="StoryAndLinkLiftup__StyledColumn-sc-cjjnl3-1 jeYGUO"></div><div class="StoryAndLinkLiftup__StyledColumn-sc-cjjnl3-1 jeYGUO"><div class="StoryAndLinkLiftup__StyledInfoSection-sc-cjjnl3-2 epUQMZ"><h2 id="paragraph-anchor--d6f791dc-c3a5-4a4a-a48c-6a35f0131094">Predictive Society and Data Analytics</h2><div class="StoryAndLinkLiftup__StyledContainer-sc-cjjnl3-7 jFljen"><p class="StoryAndLinkLiftup__StyledText-sc-cjjnl3-4 cLprnr">Prof. Emmert-Streib’s group, Predictive Society and Data Analytics Lab, conducts innovative research in data science with a deep appreciation for statistical thinking. The group studies a wide range of data types, e.g., genomics data, text data and network data by developing and applying methods from machine learning, AI and statistics. Current methodological focus is on learning paradigms, including transfer learning, multi-label classification and the digital twin, and deep learning architectures. Furthermore, the inference and analysis of networks is studied by network science.</p></div><div color="port-gore" class="StoryAndLinkLiftup__StyledLinkWrapper-sc-cjjnl3-5 cvWtuB"><div color="white" class="LinkWithIcon__StyledLinkWrapper-sc-1yd8gkn-0 bDWLac"><a href="http://www.bio-complexity.com/" rel="noreferrer"><svg height="21" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="6 4 6 8 13.17 8 2.59 18.59 5.41 21.41 16 10.83 16 18 20 18 20 4 6 4"></polygon></svg><span>Predictive Society and Data Analytics Lab</span></a></div><div color="white" class="LinkWithIcon__StyledLinkWrapper-sc-1yd8gkn-0 bDWLac"><a href="https://www.tuni.fi/en/frank-emmert-streib" rel="noreferrer"><svg height="21" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="6 4 6 8 13.17 8 2.59 18.59 5.41 21.41 16 10.83 16 18 20 18 20 4 6 4"></polygon></svg><span>Prof. Frank Emmer-Streib</span></a></div></div></div></div></div></div><div class="LiftupField__StyledLiftupsWrapper-sc-kvxjnu-1 bkdqBl"><div color="white" class="StoryAndLinkLiftup__StyledWrapper-sc-cjjnl3-0 buYTqy"><div class="StoryAndLinkLiftup__StyledColumn-sc-cjjnl3-1 jeYGUO"></div><div class="StoryAndLinkLiftup__StyledColumn-sc-cjjnl3-1 jeYGUO"><div class="StoryAndLinkLiftup__StyledInfoSection-sc-cjjnl3-2 epUQMZ"><h2 id="paragraph-anchor--907f93ab-8a8e-49e9-90f9-8a1723d22fbd">Responsible Data Management and Ethical Artificial Intelligence</h2><div class="StoryAndLinkLiftup__StyledContainer-sc-cjjnl3-7 jFljen"><p class="StoryAndLinkLiftup__StyledText-sc-cjjnl3-4 cLprnr">Profs. Nummenmaa, Peltonen, Elomaa, Stefanidis and Juhola focus as well on Responsible Data Management and Ethical Artificial Intelligence, where a rising concern is how to perform statistical data analysis and machine learning in an ethical, fair, transparent, and explainable manner. In this line of work, we also focus on enabling different stakeholders to query, understand and fix sources of bias in data science solutions, in an accessible and transparent manner. Methods for providing explanations that target at understanding the cause of unfairness and examine the capability to capture user intent that typically changes across sessions are developed. </p></div><div color="port-gore" class="StoryAndLinkLiftup__StyledLinkWrapper-sc-cjjnl3-5 cvWtuB"><div color="white" class="LinkWithIcon__StyledLinkWrapper-sc-1yd8gkn-0 bDWLac"><a href="https://www.tuni.fi/en/martti-juhola" rel="noreferrer"><svg height="21" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="6 4 6 8 13.17 8 2.59 18.59 5.41 21.41 16 10.83 16 18 20 18 20 4 6 4"></polygon></svg><span>Prof. Martti Juhola</span></a></div><div color="white" class="LinkWithIcon__StyledLinkWrapper-sc-1yd8gkn-0 bDWLac"><a href="https://www.tuni.fi/en/jyrki-nummenmaa" rel="noreferrer"><svg height="21" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="6 4 6 8 13.17 8 2.59 18.59 5.41 21.41 16 10.83 16 18 20 18 20 4 6 4"></polygon></svg><span>Prof. Jyrki Nummenmaa</span></a></div><div color="white" class="LinkWithIcon__StyledLinkWrapper-sc-1yd8gkn-0 bDWLac"><a href="https://www.tuni.fi/en/tapio-elomaa" rel="noreferrer"><svg height="21" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="6 4 6 8 13.17 8 2.59 18.59 5.41 21.41 16 10.83 16 18 20 18 20 4 6 4"></polygon></svg><span>Prof. Tapio Elomaa</span></a></div><div color="white" class="LinkWithIcon__StyledLinkWrapper-sc-1yd8gkn-0 bDWLac"><a href="https://homepages.tuni.fi/konstantinos.stefanidis/" rel="noreferrer"><svg height="21" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="6 4 6 8 13.17 8 2.59 18.59 5.41 21.41 16 10.83 16 18 20 18 20 4 6 4"></polygon></svg><span>Prof. Konstantinos Stefanidis</span></a></div></div></div></div></div></div><div class="LiftupField__StyledLiftupsWrapper-sc-kvxjnu-1 bkdqBl"><div color="white" class="StoryAndLinkLiftup__StyledWrapper-sc-cjjnl3-0 buYTqy"><div class="StoryAndLinkLiftup__StyledColumn-sc-cjjnl3-1 jeYGUO"></div><div class="StoryAndLinkLiftup__StyledColumn-sc-cjjnl3-1 jeYGUO"><div class="StoryAndLinkLiftup__StyledInfoSection-sc-cjjnl3-2 epUQMZ"><h2 id="paragraph-anchor--452d2150-fa76-4a1a-9b91-fd9d47b04e67">Multimedia and Data Mining</h2><div class="StoryAndLinkLiftup__StyledContainer-sc-cjjnl3-7 jFljen"><p class="StoryAndLinkLiftup__StyledText-sc-cjjnl3-4 cLprnr">Prof Visa's Multimedia and Data Mining Group works with explainable machine learning or artificial intelligence. The main application fields for this technique are time series of hyperspectral signals or images.</p></div><div color="port-gore" class="StoryAndLinkLiftup__StyledLinkWrapper-sc-cjjnl3-5 cvWtuB"><div color="white" class="LinkWithIcon__StyledLinkWrapper-sc-1yd8gkn-0 bDWLac"><a href="https://www.tuni.fi/en/ari-visa" rel="noreferrer"><svg height="21" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="6 4 6 8 13.17 8 2.59 18.59 5.41 21.41 16 10.83 16 18 20 18 20 4 6 4"></polygon></svg><span>Prof. Ari Visa</span></a></div></div></div></div></div></div><div class="LiftupField__StyledLiftupsWrapper-sc-kvxjnu-1 bkdqBl"><div color="white" class="StoryAndLinkLiftup__StyledWrapper-sc-cjjnl3-0 buYTqy"><div class="StoryAndLinkLiftup__StyledColumn-sc-cjjnl3-1 jeYGUO"><div class="StoryAndLinkLiftup__StyledImageWrapper-sc-cjjnl3-3 hEAVdx"><img alt="" loading="lazy" width="870" height="580" decoding="async" data-nimg="1" style="color:transparent" sizes="(max-width: 768px) 100vw, (min-width: 769px) 33vw" srcSet="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2Fmetamodel_for_website.jpeg%3Fitok%3DrfB4Dyxo&w=256&q=75 256w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2Fmetamodel_for_website.jpeg%3Fitok%3DrfB4Dyxo&w=384&q=75 384w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2Fmetamodel_for_website.jpeg%3Fitok%3DrfB4Dyxo&w=640&q=75 640w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2Fmetamodel_for_website.jpeg%3Fitok%3DrfB4Dyxo&w=750&q=75 750w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2Fmetamodel_for_website.jpeg%3Fitok%3DrfB4Dyxo&w=828&q=75 828w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2Fmetamodel_for_website.jpeg%3Fitok%3DrfB4Dyxo&w=1080&q=75 1080w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2Fmetamodel_for_website.jpeg%3Fitok%3DrfB4Dyxo&w=1200&q=75 1200w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2Fmetamodel_for_website.jpeg%3Fitok%3DrfB4Dyxo&w=1920&q=75 1920w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2Fmetamodel_for_website.jpeg%3Fitok%3DrfB4Dyxo&w=2048&q=75 2048w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2Fmetamodel_for_website.jpeg%3Fitok%3DrfB4Dyxo&w=3840&q=75 3840w" src="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2Fmetamodel_for_website.jpeg%3Fitok%3DrfB4Dyxo&w=3840&q=75"/></div></div><div class="StoryAndLinkLiftup__StyledColumn-sc-cjjnl3-1 jeYGUO"><div class="StoryAndLinkLiftup__StyledInfoSection-sc-cjjnl3-2 epUQMZ"><h2 id="paragraph-anchor--602a690d-1b9b-4c57-9971-255127dde599">Urban Physics Research Group</h2><div class="StoryAndLinkLiftup__StyledContainer-sc-cjjnl3-7 jFljen"><p class="StoryAndLinkLiftup__StyledText-sc-cjjnl3-4 cLprnr">The way our urban areas are designed influences the amount of energy we consume, our exposure to environmental hazards such as pollution and climate change, and our health. The Urban Physics Research Group uses data science and physics-based models to understand how to design urban environments that are healthy and energy efficient, now and in the future. </p></div><div color="port-gore" class="StoryAndLinkLiftup__StyledLinkWrapper-sc-cjjnl3-5 cvWtuB"><div color="white" class="LinkWithIcon__StyledLinkWrapper-sc-1yd8gkn-0 bDWLac"><a href="https://research.tuni.fi/urbanphysics/" rel="noreferrer"><svg height="21" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="6 4 6 8 13.17 8 2.59 18.59 5.41 21.41 16 10.83 16 18 20 18 20 4 6 4"></polygon></svg><span>Urban Physics Research Group</span></a></div><div color="white" class="LinkWithIcon__StyledLinkWrapper-sc-1yd8gkn-0 bDWLac"><a href="https://researchportal.tuni.fi/en/persons/jonathon-taylor" rel="noreferrer"><svg height="21" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="6 4 6 8 13.17 8 2.59 18.59 5.41 21.41 16 10.83 16 18 20 18 20 4 6 4"></polygon></svg><span>Associate Prof. Jonathon Taylor</span></a></div></div></div></div></div></div><div class="LiftupField__StyledLiftupsWrapper-sc-kvxjnu-1 bkdqBl"><div color="white" class="StoryAndLinkLiftup__StyledWrapper-sc-cjjnl3-0 buYTqy"><div class="StoryAndLinkLiftup__StyledColumn-sc-cjjnl3-1 jeYGUO"><div class="StoryAndLinkLiftup__StyledImageWrapper-sc-cjjnl3-3 hEAVdx"><img alt="" loading="lazy" width="870" height="580" decoding="async" data-nimg="1" style="color:transparent" sizes="(max-width: 768px) 100vw, (min-width: 769px) 33vw" srcSet="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2Fdsh-group.jpg%3Fitok%3DaGMEA0CX&w=256&q=75 256w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2Fdsh-group.jpg%3Fitok%3DaGMEA0CX&w=384&q=75 384w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2Fdsh-group.jpg%3Fitok%3DaGMEA0CX&w=640&q=75 640w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2Fdsh-group.jpg%3Fitok%3DaGMEA0CX&w=750&q=75 750w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2Fdsh-group.jpg%3Fitok%3DaGMEA0CX&w=828&q=75 828w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2Fdsh-group.jpg%3Fitok%3DaGMEA0CX&w=1080&q=75 1080w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2Fdsh-group.jpg%3Fitok%3DaGMEA0CX&w=1200&q=75 1200w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2Fdsh-group.jpg%3Fitok%3DaGMEA0CX&w=1920&q=75 1920w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2Fdsh-group.jpg%3Fitok%3DaGMEA0CX&w=2048&q=75 2048w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2Fdsh-group.jpg%3Fitok%3DaGMEA0CX&w=3840&q=75 3840w" src="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-09%2Fdsh-group.jpg%3Fitok%3DaGMEA0CX&w=3840&q=75"/></div></div><div class="StoryAndLinkLiftup__StyledColumn-sc-cjjnl3-1 jeYGUO"><div class="StoryAndLinkLiftup__StyledInfoSection-sc-cjjnl3-2 epUQMZ"><h2 id="paragraph-anchor--e2fb6858-9a63-42bb-9ae6-097f8260d736">Decision Support for Health</h2><div class="StoryAndLinkLiftup__StyledContainer-sc-cjjnl3-7 jFljen"><p class="StoryAndLinkLiftup__StyledText-sc-cjjnl3-4 cLprnr">The group, led by prof. Mark van Gils, develops data-driven analysis methods to help healthcare professionals and patients get actionable information out of complex health-related data. The groups’ methods are typically based on combinations of biomedical signal processing, (explainable) AI and ML, and statistical analysis. Our methods are designed to work with real-life, suboptimal quality, data, and coming from different modalities. As specific domain examples, we have several decades of expertise in critical care decision making (intelligent patient monitoring, intervention planning) and chronic diseases (risk assessment, recommendation and motivation). Furthermore, we actively contribute to health ICT standardization initiatives. </p></div><div color="port-gore" class="StoryAndLinkLiftup__StyledLinkWrapper-sc-cjjnl3-5 cvWtuB"><div color="white" class="LinkWithIcon__StyledLinkWrapper-sc-1yd8gkn-0 bDWLac"><a href="https://research.tuni.fi/dsh/" rel="noreferrer"><svg height="21" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="6 4 6 8 13.17 8 2.59 18.59 5.41 21.41 16 10.83 16 18 20 18 20 4 6 4"></polygon></svg><span>Decision Support for Health</span></a></div><div color="white" class="LinkWithIcon__StyledLinkWrapper-sc-1yd8gkn-0 bDWLac"><a href="https://intra.tuni.fi/en/content/user/70805" rel="noreferrer"><svg height="21" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="6 4 6 8 13.17 8 2.59 18.59 5.41 21.41 16 10.83 16 18 20 18 20 4 6 4"></polygon></svg><span>Prof. Mark van Gils</span></a></div></div></div></div></div></div><div class="LiftupField__StyledLiftupsWrapper-sc-kvxjnu-1 bkdqBl"><div color="white" class="StoryAndLinkLiftup__StyledWrapper-sc-cjjnl3-0 buYTqy"><div class="StoryAndLinkLiftup__StyledColumn-sc-cjjnl3-1 jeYGUO"></div><div class="StoryAndLinkLiftup__StyledColumn-sc-cjjnl3-1 jeYGUO"><div class="StoryAndLinkLiftup__StyledInfoSection-sc-cjjnl3-2 epUQMZ"><h2 id="paragraph-anchor--729ede2c-7b3e-488c-85b4-9885ab916e92">Applied Statistical Data Analysis</h2><div class="StoryAndLinkLiftup__StyledContainer-sc-cjjnl3-7 jFljen"><p class="StoryAndLinkLiftup__StyledText-sc-cjjnl3-4 cLprnr">Our Statistics Research is strongly connected with data science but has both its own distinct aspects within data science and its own core research separate of data science: in particular, solutions of tasks are carried out via statistical modeling, analysis of time-dependent data (timeseries, longitudinal), planning of data gathering, treatment of distributional assumptions, representation and management of uncertainty, probabilistic estimation and inference, prediction and hypothesis testing, and the research and theory of these core methodologies is unique to statistics. The Group of Applied Statistical Data Analysis conducts applied statistical research, where statistical methods are used and modified to solve research problems in different disciplines, for example in health, medicine, social sciences and technology. </p></div><div color="port-gore" class="StoryAndLinkLiftup__StyledLinkWrapper-sc-cjjnl3-5 cvWtuB"><div color="white" class="LinkWithIcon__StyledLinkWrapper-sc-1yd8gkn-0 bDWLac"><a href="https://research.tuni.fi/cast/" rel="noreferrer"><svg height="21" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="6 4 6 8 13.17 8 2.59 18.59 5.41 21.41 16 10.83 16 18 20 18 20 4 6 4"></polygon></svg><span>Centre for Applied Statistics and Data Analysis</span></a></div></div></div></div></div></div><div class="LiftupField__StyledLiftupsWrapper-sc-kvxjnu-1 bkdqBl"><div color="white" class="StoryAndLinkLiftup__StyledWrapper-sc-cjjnl3-0 buYTqy"><div class="StoryAndLinkLiftup__StyledColumn-sc-cjjnl3-1 jeYGUO"><div class="StoryAndLinkLiftup__StyledImageWrapper-sc-cjjnl3-3 hEAVdx"><img alt="" loading="lazy" width="870" height="580" decoding="async" data-nimg="1" style="color:transparent" sizes="(max-width: 768px) 100vw, (min-width: 769px) 33vw" srcSet="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-11%2Fai-hub-logo.png%3Fitok%3D4BxpzeNN&w=256&q=75 256w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-11%2Fai-hub-logo.png%3Fitok%3D4BxpzeNN&w=384&q=75 384w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-11%2Fai-hub-logo.png%3Fitok%3D4BxpzeNN&w=640&q=75 640w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-11%2Fai-hub-logo.png%3Fitok%3D4BxpzeNN&w=750&q=75 750w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-11%2Fai-hub-logo.png%3Fitok%3D4BxpzeNN&w=828&q=75 828w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-11%2Fai-hub-logo.png%3Fitok%3D4BxpzeNN&w=1080&q=75 1080w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-11%2Fai-hub-logo.png%3Fitok%3D4BxpzeNN&w=1200&q=75 1200w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-11%2Fai-hub-logo.png%3Fitok%3D4BxpzeNN&w=1920&q=75 1920w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-11%2Fai-hub-logo.png%3Fitok%3D4BxpzeNN&w=2048&q=75 2048w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-11%2Fai-hub-logo.png%3Fitok%3D4BxpzeNN&w=3840&q=75 3840w" src="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Flandscape%2Fproxy%2Fpublic%2F2024-11%2Fai-hub-logo.png%3Fitok%3D4BxpzeNN&w=3840&q=75"/></div></div><div class="StoryAndLinkLiftup__StyledColumn-sc-cjjnl3-1 jeYGUO"><div class="StoryAndLinkLiftup__StyledInfoSection-sc-cjjnl3-2 epUQMZ"><h2 id="paragraph-anchor--d85d3680-63bf-4d38-b11c-c3daadc7b29a">AI Hub Tampere</h2><div class="StoryAndLinkLiftup__StyledContainer-sc-cjjnl3-7 jFljen"><p class="StoryAndLinkLiftup__StyledText-sc-cjjnl3-4 cLprnr">The principle of AI Hub Tampere is to make AI easy to reach and affordable, and thus all our services are free of charge, neutral and equal for all companies active in Pirkanmaa. The AI Hub is part of nationwide network of AI centres that is developing fast. Our aim is to assist local companies in boosting their competitive edge. Our focus has been on sustainable AI, health technology, and energy efficiency. The methods and devices we often work with include collaborative robots and self-driving vehicles. </p></div><div color="port-gore" class="StoryAndLinkLiftup__StyledLinkWrapper-sc-cjjnl3-5 cvWtuB"><div color="white" class="LinkWithIcon__StyledLinkWrapper-sc-1yd8gkn-0 bDWLac"><a href="https://research.tuni.fi/aihubtampere/" rel="noreferrer"><svg height="21" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="6 4 6 8 13.17 8 2.59 18.59 5.41 21.41 16 10.83 16 18 20 18 20 4 6 4"></polygon></svg><span>AI Hub Tampere</span></a></div></div></div></div></div></div></div> </div></div><div class="TabSwitcherContent__StyledContentWrapper-sc-1jk8vcg-0 hTXszZ tabbed-content" role="tabpanel" id="switcher-target-people" aria-hidden="true" aria-label="People"><div class="ResearchGroupPeopleContent__StyledSwitcherContent-sc-1l8f4we-0 eOTKVW"><div class="LiftupField__StyledLiftupsSection-sc-kvxjnu-0 hCOKMz"><div class="LiftupField__StyledLiftupsWrapper-sc-kvxjnu-1 bkdqBl"><h2 id="paragraph-anchor--a73652d3-c340-448c-888d-de31a8bf0dee" class="ProfileLiftup__StyledLiftupTitle-sc-5lt5gq-1 jdVGLI">Director </h2><div mode="list" class="StyledElements__StyledGridModeWrapper-sc-1fo5kqa-0 jEtapx"><div class="ProfileLiftup__StyledPersonWrapper-sc-5lt5gq-0 waPIo"><div class="CardTeaserList__StyledCardTeaserListWrapper-sc-h0opsi-0 eHfCqt"><a href="/en/people/konstantinos-stefanidis"><div color="--color-contact" class="CardTeaserList__StyledIconCornerUp-sc-h0opsi-4 TIJLw"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="5 24 0 24 0 0 18 0 18 5 5 5 5 24"></polygon></svg></div><div class="CardTeaserList__StyledContentWrapper-sc-h0opsi-1 bTNgWs"><div class="CardTeaserList__StyledImageWrapper-sc-h0opsi-3 cGRdBQ"><img alt="" loading="lazy" width="580" height="580" decoding="async" data-nimg="1" style="color:transparent" sizes="(max-width: 768px) 50vw, (min-width: 769px) 33vw" srcSet="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5601.jpg%3Fitok%3Dhn4difgo&w=256&q=75 256w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5601.jpg%3Fitok%3Dhn4difgo&w=384&q=75 384w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5601.jpg%3Fitok%3Dhn4difgo&w=640&q=75 640w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5601.jpg%3Fitok%3Dhn4difgo&w=750&q=75 750w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5601.jpg%3Fitok%3Dhn4difgo&w=828&q=75 828w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5601.jpg%3Fitok%3Dhn4difgo&w=1080&q=75 1080w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5601.jpg%3Fitok%3Dhn4difgo&w=1200&q=75 1200w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5601.jpg%3Fitok%3Dhn4difgo&w=1920&q=75 1920w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5601.jpg%3Fitok%3Dhn4difgo&w=2048&q=75 2048w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5601.jpg%3Fitok%3Dhn4difgo&w=3840&q=75 3840w" src="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5601.jpg%3Fitok%3Dhn4difgo&w=3840&q=75"/></div><div class="CardTeaserList__StyledInfoWrapper-sc-h0opsi-2 hVqrta"><div class="CardTeaserList__StyledCardTeaserHeader-sc-h0opsi-5 ewNoPc"><h3 class="CardTeaserList__StyledTitle-sc-h0opsi-6 eKVWEG">Konstantinos Stefanidis</h3><div class="Organization__StyledOrganizationWrapper-sc-13nupo3-0 clAitr"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12,18a6,6,0,1,1,6-6A6,6,0,0,1,12,18ZM12,8a4,4,0,1,0,4,4A4,4,0,0,0,12,8Z"></path></svg><span class="OrganizationName__StyledOrganizationName-sc-1r0e2y9-0 cXeVRG organization-name">Tampere University</span></div></div><div class="CardTeaserList__StyledMetaContentWrapper-sc-h0opsi-9 dtknrD"><div class="CardTeaserMetaContent__StyledWrapper-sc-116rmwl-0 fkmFzj"><span class="CardTeaserMetaContent__StyledMetaContent-sc-116rmwl-1 jNYrCm"><p>Professor</p><p>Data science</p><p>Faculty of Information Technology and Communication Sciences</p><span class="full">+358504174121</span><span class="full no-link"><span class="spamspan"><span class="u">konstantinos.stefanidis</span> [at] <span class="d">tuni.fi</span><span class="t"> (konstantinos[dot]stefanidis[at]tuni[dot]fi)</span></span></span></span></div></div><div class="CardTeaserList__StyledArrowRightWrapper-sc-h0opsi-10 ggIqun"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="13.41 2.59 10.59 5.41 15.17 10 2 10 2 14 15.17 14 10.59 18.59 13.41 21.41 22.83 12 13.41 2.59"></polygon></svg></div></div></div></a></div></div></div></div><div class="LiftupField__StyledLiftupsWrapper-sc-kvxjnu-1 bkdqBl"><h2 id="paragraph-anchor--87b88998-a22c-41d0-a559-39368462adb3" class="ProfileLiftup__StyledLiftupTitle-sc-5lt5gq-1 jdVGLI">Co-Directors</h2><div mode="list" class="StyledElements__StyledGridModeWrapper-sc-1fo5kqa-0 jEtapx"><div class="ProfileLiftup__StyledPersonWrapper-sc-5lt5gq-0 waPIo"><div class="CardTeaserList__StyledCardTeaserListWrapper-sc-h0opsi-0 eHfCqt"><a href="/en/people/jyrki-nummenmaa"><div color="--color-contact" class="CardTeaserList__StyledIconCornerUp-sc-h0opsi-4 TIJLw"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="5 24 0 24 0 0 18 0 18 5 5 5 5 24"></polygon></svg></div><div class="CardTeaserList__StyledContentWrapper-sc-h0opsi-1 bTNgWs"><div class="CardTeaserList__StyledImageWrapper-sc-h0opsi-3 cGRdBQ"><img alt="" loading="lazy" width="580" height="580" decoding="async" data-nimg="1" style="color:transparent" sizes="(max-width: 768px) 50vw, (min-width: 769px) 33vw" srcSet="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F6941.jpg%3Fitok%3DwpxdXGaX&w=256&q=75 256w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F6941.jpg%3Fitok%3DwpxdXGaX&w=384&q=75 384w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F6941.jpg%3Fitok%3DwpxdXGaX&w=640&q=75 640w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F6941.jpg%3Fitok%3DwpxdXGaX&w=750&q=75 750w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F6941.jpg%3Fitok%3DwpxdXGaX&w=828&q=75 828w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F6941.jpg%3Fitok%3DwpxdXGaX&w=1080&q=75 1080w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F6941.jpg%3Fitok%3DwpxdXGaX&w=1200&q=75 1200w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F6941.jpg%3Fitok%3DwpxdXGaX&w=1920&q=75 1920w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F6941.jpg%3Fitok%3DwpxdXGaX&w=2048&q=75 2048w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F6941.jpg%3Fitok%3DwpxdXGaX&w=3840&q=75 3840w" src="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F6941.jpg%3Fitok%3DwpxdXGaX&w=3840&q=75"/></div><div class="CardTeaserList__StyledInfoWrapper-sc-h0opsi-2 hVqrta"><div class="CardTeaserList__StyledCardTeaserHeader-sc-h0opsi-5 ewNoPc"><h3 class="CardTeaserList__StyledTitle-sc-h0opsi-6 eKVWEG">Jyrki Nummenmaa</h3><div class="Organization__StyledOrganizationWrapper-sc-13nupo3-0 clAitr"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12,18a6,6,0,1,1,6-6A6,6,0,0,1,12,18ZM12,8a4,4,0,1,0,4,4A4,4,0,0,0,12,8Z"></path></svg><span class="OrganizationName__StyledOrganizationName-sc-1r0e2y9-0 cXeVRG organization-name">Tampere University</span></div></div><div class="CardTeaserList__StyledMetaContentWrapper-sc-h0opsi-9 dtknrD"><div class="CardTeaserMetaContent__StyledWrapper-sc-116rmwl-0 fkmFzj"><span class="CardTeaserMetaContent__StyledMetaContent-sc-116rmwl-1 jNYrCm"><p>Professor</p><p>tietojenkäsittelyoppi, al. ohjelmistot, erit. hajautetut järj. tai ohj.kehitys</p><p>Faculty of Information Technology and Communication Sciences</p><span class="full">+358405277999</span><span class="full no-link"><span class="spamspan"><span class="u">jyrki.nummenmaa</span> [at] <span class="d">tuni.fi</span><span class="t"> (jyrki[dot]nummenmaa[at]tuni[dot]fi)</span></span></span></span></div></div><div class="CardTeaserList__StyledArrowRightWrapper-sc-h0opsi-10 ggIqun"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="13.41 2.59 10.59 5.41 15.17 10 2 10 2 14 15.17 14 10.59 18.59 13.41 21.41 22.83 12 13.41 2.59"></polygon></svg></div></div></div></a></div></div><div class="ProfileLiftup__StyledPersonWrapper-sc-5lt5gq-0 waPIo"><div class="CardTeaserList__StyledCardTeaserListWrapper-sc-h0opsi-0 eHfCqt"><a href="/en/people/jaakko-peltonen"><div color="--color-contact" class="CardTeaserList__StyledIconCornerUp-sc-h0opsi-4 TIJLw"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="5 24 0 24 0 0 18 0 18 5 5 5 5 24"></polygon></svg></div><div class="CardTeaserList__StyledContentWrapper-sc-h0opsi-1 bTNgWs"><div class="CardTeaserList__StyledImageWrapper-sc-h0opsi-3 cGRdBQ"><img alt="" loading="lazy" width="580" height="580" decoding="async" data-nimg="1" style="color:transparent" sizes="(max-width: 768px) 50vw, (min-width: 769px) 33vw" srcSet="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F2498.jpg%3Fitok%3D5eNdD6Gu&w=256&q=75 256w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F2498.jpg%3Fitok%3D5eNdD6Gu&w=384&q=75 384w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F2498.jpg%3Fitok%3D5eNdD6Gu&w=640&q=75 640w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F2498.jpg%3Fitok%3D5eNdD6Gu&w=750&q=75 750w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F2498.jpg%3Fitok%3D5eNdD6Gu&w=828&q=75 828w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F2498.jpg%3Fitok%3D5eNdD6Gu&w=1080&q=75 1080w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F2498.jpg%3Fitok%3D5eNdD6Gu&w=1200&q=75 1200w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F2498.jpg%3Fitok%3D5eNdD6Gu&w=1920&q=75 1920w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F2498.jpg%3Fitok%3D5eNdD6Gu&w=2048&q=75 2048w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F2498.jpg%3Fitok%3D5eNdD6Gu&w=3840&q=75 3840w" src="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F2498.jpg%3Fitok%3D5eNdD6Gu&w=3840&q=75"/></div><div class="CardTeaserList__StyledInfoWrapper-sc-h0opsi-2 hVqrta"><div class="CardTeaserList__StyledCardTeaserHeader-sc-h0opsi-5 ewNoPc"><h3 class="CardTeaserList__StyledTitle-sc-h0opsi-6 eKVWEG">Jaakko Peltonen</h3><div class="Organization__StyledOrganizationWrapper-sc-13nupo3-0 clAitr"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12,18a6,6,0,1,1,6-6A6,6,0,0,1,12,18ZM12,8a4,4,0,1,0,4,4A4,4,0,0,0,12,8Z"></path></svg><span class="OrganizationName__StyledOrganizationName-sc-1r0e2y9-0 cXeVRG organization-name">Tampere University</span></div></div><div class="CardTeaserList__StyledMetaContentWrapper-sc-h0opsi-9 dtknrD"><div class="CardTeaserMetaContent__StyledWrapper-sc-116rmwl-0 fkmFzj"><span class="CardTeaserMetaContent__StyledMetaContent-sc-116rmwl-1 jNYrCm"><p>Professor</p><p>tilastotiede, erityisesti data-analyysi</p><p>Faculty of Information Technology and Communication Sciences</p><span class="full">+358503187116</span><span class="full no-link"><span class="spamspan"><span class="u">jaakko.peltonen</span> [at] <span class="d">tuni.fi</span><span class="t"> (jaakko[dot]peltonen[at]tuni[dot]fi)</span></span></span></span></div></div><div class="CardTeaserList__StyledArrowRightWrapper-sc-h0opsi-10 ggIqun"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="13.41 2.59 10.59 5.41 15.17 10 2 10 2 14 15.17 14 10.59 18.59 13.41 21.41 22.83 12 13.41 2.59"></polygon></svg></div></div></div></a></div></div><div class="ProfileLiftup__StyledPersonWrapper-sc-5lt5gq-0 waPIo"><div class="CardTeaserList__StyledCardTeaserListWrapper-sc-h0opsi-0 eHfCqt"><a href="/en/people/gerardo-iniguez"><div color="--color-contact" class="CardTeaserList__StyledIconCornerUp-sc-h0opsi-4 TIJLw"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="5 24 0 24 0 0 18 0 18 5 5 5 5 24"></polygon></svg></div><div class="CardTeaserList__StyledContentWrapper-sc-h0opsi-1 bTNgWs"><div class="CardTeaserList__StyledInfoWrapper-sc-h0opsi-2 hVqrta"><div class="CardTeaserList__StyledCardTeaserHeader-sc-h0opsi-5 ewNoPc"><h3 class="CardTeaserList__StyledTitle-sc-h0opsi-6 eKVWEG">Gerardo Iniguez Gonzalez</h3><div class="Organization__StyledOrganizationWrapper-sc-13nupo3-0 clAitr"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12,18a6,6,0,1,1,6-6A6,6,0,0,1,12,18ZM12,8a4,4,0,1,0,4,4A4,4,0,0,0,12,8Z"></path></svg><span class="OrganizationName__StyledOrganizationName-sc-1r0e2y9-0 cXeVRG organization-name">Tampere University</span></div></div><div class="CardTeaserList__StyledMetaContentWrapper-sc-h0opsi-9 dtknrD"><div class="CardTeaserMetaContent__StyledWrapper-sc-116rmwl-0 fkmFzj"><span class="CardTeaserMetaContent__StyledMetaContent-sc-116rmwl-1 jNYrCm"><p>Associate Professor</p><p>complex systems</p><p>Faculty of Information Technology and Communication Sciences</p><span class="full">+358409344233</span><span class="full no-link"><span class="spamspan"><span class="u">gerardo.iniguez</span> [at] <span class="d">tuni.fi</span><span class="t"> (gerardo[dot]iniguez[at]tuni[dot]fi)</span></span></span></span></div></div><div class="CardTeaserList__StyledArrowRightWrapper-sc-h0opsi-10 ggIqun"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="13.41 2.59 10.59 5.41 15.17 10 2 10 2 14 15.17 14 10.59 18.59 13.41 21.41 22.83 12 13.41 2.59"></polygon></svg></div></div></div></a></div></div></div></div><div class="LiftupField__StyledLiftupsWrapper-sc-kvxjnu-1 bkdqBl"><h2 id="paragraph-anchor--bb2c935c-8758-42f2-b878-ab3a9b579cc8" class="ProfileLiftup__StyledLiftupTitle-sc-5lt5gq-1 jdVGLI">Professors</h2><div mode="list" class="StyledElements__StyledGridModeWrapper-sc-1fo5kqa-0 jEtapx"><div class="ProfileLiftup__StyledPersonWrapper-sc-5lt5gq-0 waPIo"><div class="CardTeaserList__StyledCardTeaserListWrapper-sc-h0opsi-0 eHfCqt"><a href="/en/people/juho-kanniainen"><div color="--color-contact" class="CardTeaserList__StyledIconCornerUp-sc-h0opsi-4 TIJLw"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="5 24 0 24 0 0 18 0 18 5 5 5 5 24"></polygon></svg></div><div class="CardTeaserList__StyledContentWrapper-sc-h0opsi-1 bTNgWs"><div class="CardTeaserList__StyledImageWrapper-sc-h0opsi-3 cGRdBQ"><img alt="" loading="lazy" width="580" height="580" decoding="async" data-nimg="1" style="color:transparent" sizes="(max-width: 768px) 50vw, (min-width: 769px) 33vw" srcSet="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F6093.jpg%3Fitok%3DEHC09u2n&w=256&q=75 256w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F6093.jpg%3Fitok%3DEHC09u2n&w=384&q=75 384w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F6093.jpg%3Fitok%3DEHC09u2n&w=640&q=75 640w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F6093.jpg%3Fitok%3DEHC09u2n&w=750&q=75 750w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F6093.jpg%3Fitok%3DEHC09u2n&w=828&q=75 828w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F6093.jpg%3Fitok%3DEHC09u2n&w=1080&q=75 1080w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F6093.jpg%3Fitok%3DEHC09u2n&w=1200&q=75 1200w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F6093.jpg%3Fitok%3DEHC09u2n&w=1920&q=75 1920w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F6093.jpg%3Fitok%3DEHC09u2n&w=2048&q=75 2048w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F6093.jpg%3Fitok%3DEHC09u2n&w=3840&q=75 3840w" src="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F6093.jpg%3Fitok%3DEHC09u2n&w=3840&q=75"/></div><div class="CardTeaserList__StyledInfoWrapper-sc-h0opsi-2 hVqrta"><div class="CardTeaserList__StyledCardTeaserHeader-sc-h0opsi-5 ewNoPc"><h3 class="CardTeaserList__StyledTitle-sc-h0opsi-6 eKVWEG">Juho Kanniainen</h3><div class="Organization__StyledOrganizationWrapper-sc-13nupo3-0 clAitr"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12,18a6,6,0,1,1,6-6A6,6,0,0,1,12,18ZM12,8a4,4,0,1,0,4,4A4,4,0,0,0,12,8Z"></path></svg><span class="OrganizationName__StyledOrganizationName-sc-1r0e2y9-0 cXeVRG organization-name">Tampere University</span></div></div><div class="CardTeaserList__StyledMetaContentWrapper-sc-h0opsi-9 dtknrD"><div class="CardTeaserMetaContent__StyledWrapper-sc-116rmwl-0 fkmFzj"><span class="CardTeaserMetaContent__StyledMetaContent-sc-116rmwl-1 jNYrCm"><div>Contact person of Data Science area. </div> <br/><p>Professor</p><p>Computing Sciences</p><p>Faculty of Information Technology and Communication Sciences</p></span></div></div><div class="CardTeaserList__StyledArrowRightWrapper-sc-h0opsi-10 ggIqun"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="13.41 2.59 10.59 5.41 15.17 10 2 10 2 14 15.17 14 10.59 18.59 13.41 21.41 22.83 12 13.41 2.59"></polygon></svg></div></div></div></a></div></div><div class="ProfileLiftup__StyledPersonWrapper-sc-5lt5gq-0 waPIo"><div class="CardTeaserList__StyledCardTeaserListWrapper-sc-h0opsi-0 eHfCqt"><a href="/en/people/moncef-gabbouj"><div color="--color-contact" class="CardTeaserList__StyledIconCornerUp-sc-h0opsi-4 TIJLw"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="5 24 0 24 0 0 18 0 18 5 5 5 5 24"></polygon></svg></div><div class="CardTeaserList__StyledContentWrapper-sc-h0opsi-1 bTNgWs"><div class="CardTeaserList__StyledInfoWrapper-sc-h0opsi-2 hVqrta"><div class="CardTeaserList__StyledCardTeaserHeader-sc-h0opsi-5 ewNoPc"><h3 class="CardTeaserList__StyledTitle-sc-h0opsi-6 eKVWEG">Moncef Gabbouj</h3><div class="Organization__StyledOrganizationWrapper-sc-13nupo3-0 clAitr"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12,18a6,6,0,1,1,6-6A6,6,0,0,1,12,18ZM12,8a4,4,0,1,0,4,4A4,4,0,0,0,12,8Z"></path></svg><span class="OrganizationName__StyledOrganizationName-sc-1r0e2y9-0 cXeVRG organization-name">Tampere University</span></div></div><div class="CardTeaserList__StyledMetaContentWrapper-sc-h0opsi-9 dtknrD"><div class="CardTeaserMetaContent__StyledWrapper-sc-116rmwl-0 fkmFzj"><span class="CardTeaserMetaContent__StyledMetaContent-sc-116rmwl-1 jNYrCm"><p>Professor</p><p>Signal Processing</p><p>Faculty of Information Technology and Communication Sciences</p><span class="full">+358400736613</span><span class="full no-link"><span class="spamspan"><span class="u">moncef.gabbouj</span> [at] <span class="d">tuni.fi</span><span class="t"> (moncef[dot]gabbouj[at]tuni[dot]fi)</span></span></span></span></div></div><div class="CardTeaserList__StyledArrowRightWrapper-sc-h0opsi-10 ggIqun"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="13.41 2.59 10.59 5.41 15.17 10 2 10 2 14 15.17 14 10.59 18.59 13.41 21.41 22.83 12 13.41 2.59"></polygon></svg></div></div></div></a></div></div><div class="ProfileLiftup__StyledPersonWrapper-sc-5lt5gq-0 waPIo"><div class="CardTeaserList__StyledCardTeaserListWrapper-sc-h0opsi-0 eHfCqt"><a href="/en/people/tarmo-lipping"><div color="--color-contact" class="CardTeaserList__StyledIconCornerUp-sc-h0opsi-4 TIJLw"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="5 24 0 24 0 0 18 0 18 5 5 5 5 24"></polygon></svg></div><div class="CardTeaserList__StyledContentWrapper-sc-h0opsi-1 bTNgWs"><div class="CardTeaserList__StyledImageWrapper-sc-h0opsi-3 cGRdBQ"><img alt="" loading="lazy" width="580" height="580" decoding="async" data-nimg="1" style="color:transparent" sizes="(max-width: 768px) 50vw, (min-width: 769px) 33vw" srcSet="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F3914.jpg%3Fitok%3Df03bPwV3&w=256&q=75 256w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F3914.jpg%3Fitok%3Df03bPwV3&w=384&q=75 384w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F3914.jpg%3Fitok%3Df03bPwV3&w=640&q=75 640w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F3914.jpg%3Fitok%3Df03bPwV3&w=750&q=75 750w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F3914.jpg%3Fitok%3Df03bPwV3&w=828&q=75 828w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F3914.jpg%3Fitok%3Df03bPwV3&w=1080&q=75 1080w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F3914.jpg%3Fitok%3Df03bPwV3&w=1200&q=75 1200w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F3914.jpg%3Fitok%3Df03bPwV3&w=1920&q=75 1920w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F3914.jpg%3Fitok%3Df03bPwV3&w=2048&q=75 2048w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F3914.jpg%3Fitok%3Df03bPwV3&w=3840&q=75 3840w" src="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F3914.jpg%3Fitok%3Df03bPwV3&w=3840&q=75"/></div><div class="CardTeaserList__StyledInfoWrapper-sc-h0opsi-2 hVqrta"><div class="CardTeaserList__StyledCardTeaserHeader-sc-h0opsi-5 ewNoPc"><h3 class="CardTeaserList__StyledTitle-sc-h0opsi-6 eKVWEG">Tarmo Lipping</h3><div class="Organization__StyledOrganizationWrapper-sc-13nupo3-0 clAitr"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12,18a6,6,0,1,1,6-6A6,6,0,0,1,12,18ZM12,8a4,4,0,1,0,4,4A4,4,0,0,0,12,8Z"></path></svg><span class="OrganizationName__StyledOrganizationName-sc-1r0e2y9-0 cXeVRG organization-name">Tampere University</span></div></div><div class="CardTeaserList__StyledMetaContentWrapper-sc-h0opsi-9 dtknrD"><div class="CardTeaserMetaContent__StyledWrapper-sc-116rmwl-0 fkmFzj"><span class="CardTeaserMetaContent__StyledMetaContent-sc-116rmwl-1 jNYrCm"><p>Professor</p><p>signaalinkäsittely</p><p>Faculty of Information Technology and Communication Sciences</p><span class="full">+358408262860</span><span class="full no-link"><span class="spamspan"><span class="u">tarmo.lipping</span> [at] <span class="d">tuni.fi</span><span class="t"> (tarmo[dot]lipping[at]tuni[dot]fi)</span></span></span></span></div></div><div class="CardTeaserList__StyledArrowRightWrapper-sc-h0opsi-10 ggIqun"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="13.41 2.59 10.59 5.41 15.17 10 2 10 2 14 15.17 14 10.59 18.59 13.41 21.41 22.83 12 13.41 2.59"></polygon></svg></div></div></div></a></div></div><div class="ProfileLiftup__StyledPersonWrapper-sc-5lt5gq-0 waPIo"><div class="CardTeaserList__StyledCardTeaserListWrapper-sc-h0opsi-0 eHfCqt"><a href="/en/people/frank-emmert-streib"><div color="--color-contact" class="CardTeaserList__StyledIconCornerUp-sc-h0opsi-4 TIJLw"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="5 24 0 24 0 0 18 0 18 5 5 5 5 24"></polygon></svg></div><div class="CardTeaserList__StyledContentWrapper-sc-h0opsi-1 bTNgWs"><div class="CardTeaserList__StyledImageWrapper-sc-h0opsi-3 cGRdBQ"><img alt="" loading="lazy" width="580" height="580" decoding="async" data-nimg="1" style="color:transparent" sizes="(max-width: 768px) 50vw, (min-width: 769px) 33vw" srcSet="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F7045.jpg%3Fitok%3DlyODI6Vs&w=256&q=75 256w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F7045.jpg%3Fitok%3DlyODI6Vs&w=384&q=75 384w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F7045.jpg%3Fitok%3DlyODI6Vs&w=640&q=75 640w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F7045.jpg%3Fitok%3DlyODI6Vs&w=750&q=75 750w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F7045.jpg%3Fitok%3DlyODI6Vs&w=828&q=75 828w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F7045.jpg%3Fitok%3DlyODI6Vs&w=1080&q=75 1080w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F7045.jpg%3Fitok%3DlyODI6Vs&w=1200&q=75 1200w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F7045.jpg%3Fitok%3DlyODI6Vs&w=1920&q=75 1920w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F7045.jpg%3Fitok%3DlyODI6Vs&w=2048&q=75 2048w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F7045.jpg%3Fitok%3DlyODI6Vs&w=3840&q=75 3840w" src="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F7045.jpg%3Fitok%3DlyODI6Vs&w=3840&q=75"/></div><div class="CardTeaserList__StyledInfoWrapper-sc-h0opsi-2 hVqrta"><div class="CardTeaserList__StyledCardTeaserHeader-sc-h0opsi-5 ewNoPc"><h3 class="CardTeaserList__StyledTitle-sc-h0opsi-6 eKVWEG">Frank Emmert-Streib</h3><div class="Organization__StyledOrganizationWrapper-sc-13nupo3-0 clAitr"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12,18a6,6,0,1,1,6-6A6,6,0,0,1,12,18ZM12,8a4,4,0,1,0,4,4A4,4,0,0,0,12,8Z"></path></svg><span class="OrganizationName__StyledOrganizationName-sc-1r0e2y9-0 cXeVRG organization-name">Tampere University</span></div></div><div class="CardTeaserList__StyledMetaContentWrapper-sc-h0opsi-9 dtknrD"><div class="CardTeaserMetaContent__StyledWrapper-sc-116rmwl-0 fkmFzj"><span class="CardTeaserMetaContent__StyledMetaContent-sc-116rmwl-1 jNYrCm"><p>Professor</p><p>Data Science</p><p>Faculty of Information Technology and Communication Sciences</p><span class="full">+358503015353</span><span class="full no-link"><span class="spamspan"><span class="u">frank.emmert-streib</span> [at] <span class="d">tuni.fi</span><span class="t"> (frank[dot]emmert-streib[at]tuni[dot]fi)</span></span></span></span></div></div><div class="CardTeaserList__StyledArrowRightWrapper-sc-h0opsi-10 ggIqun"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="13.41 2.59 10.59 5.41 15.17 10 2 10 2 14 15.17 14 10.59 18.59 13.41 21.41 22.83 12 13.41 2.59"></polygon></svg></div></div></div></a></div></div><div class="ProfileLiftup__StyledPersonWrapper-sc-5lt5gq-0 waPIo"><div class="CardTeaserList__StyledCardTeaserListWrapper-sc-h0opsi-0 eHfCqt"><a href="/en/people/tapio-elomaa"><div color="--color-contact" class="CardTeaserList__StyledIconCornerUp-sc-h0opsi-4 TIJLw"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="5 24 0 24 0 0 18 0 18 5 5 5 5 24"></polygon></svg></div><div class="CardTeaserList__StyledContentWrapper-sc-h0opsi-1 bTNgWs"><div class="CardTeaserList__StyledInfoWrapper-sc-h0opsi-2 hVqrta"><div class="CardTeaserList__StyledCardTeaserHeader-sc-h0opsi-5 ewNoPc"><h3 class="CardTeaserList__StyledTitle-sc-h0opsi-6 eKVWEG">Tapio Elomaa</h3><div class="Organization__StyledOrganizationWrapper-sc-13nupo3-0 clAitr"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12,18a6,6,0,1,1,6-6A6,6,0,0,1,12,18ZM12,8a4,4,0,1,0,4,4A4,4,0,0,0,12,8Z"></path></svg><span class="OrganizationName__StyledOrganizationName-sc-1r0e2y9-0 cXeVRG organization-name">Tampere University</span></div></div><div class="CardTeaserList__StyledMetaContentWrapper-sc-h0opsi-9 dtknrD"><div class="CardTeaserMetaContent__StyledWrapper-sc-116rmwl-0 fkmFzj"><span class="CardTeaserMetaContent__StyledMetaContent-sc-116rmwl-1 jNYrCm"><p>Visiting Researcher</p><p>Faculty of Information Technology and Communication Sciences</p><span class="full">+358408490394</span><span class="full no-link"><span class="spamspan"><span class="u">tapio.elomaa</span> [at] <span class="d">tuni.fi</span><span class="t"> (tapio[dot]elomaa[at]tuni[dot]fi)</span></span></span></span></div></div><div class="CardTeaserList__StyledArrowRightWrapper-sc-h0opsi-10 ggIqun"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="13.41 2.59 10.59 5.41 15.17 10 2 10 2 14 15.17 14 10.59 18.59 13.41 21.41 22.83 12 13.41 2.59"></polygon></svg></div></div></div></a></div></div><div class="ProfileLiftup__StyledPersonWrapper-sc-5lt5gq-0 waPIo"><div class="CardTeaserList__StyledCardTeaserListWrapper-sc-h0opsi-0 eHfCqt"><a href="/en/people/ari-visa"><div color="--color-contact" class="CardTeaserList__StyledIconCornerUp-sc-h0opsi-4 TIJLw"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="5 24 0 24 0 0 18 0 18 5 5 5 5 24"></polygon></svg></div><div class="CardTeaserList__StyledContentWrapper-sc-h0opsi-1 bTNgWs"><div class="CardTeaserList__StyledInfoWrapper-sc-h0opsi-2 hVqrta"><div class="CardTeaserList__StyledCardTeaserHeader-sc-h0opsi-5 ewNoPc"><h3 class="CardTeaserList__StyledTitle-sc-h0opsi-6 eKVWEG">Ari Visa</h3><div class="Organization__StyledOrganizationWrapper-sc-13nupo3-0 clAitr"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12,18a6,6,0,1,1,6-6A6,6,0,0,1,12,18ZM12,8a4,4,0,1,0,4,4A4,4,0,0,0,12,8Z"></path></svg><span class="OrganizationName__StyledOrganizationName-sc-1r0e2y9-0 cXeVRG organization-name">Tampere University</span></div></div><div class="CardTeaserList__StyledMetaContentWrapper-sc-h0opsi-9 dtknrD"><div class="CardTeaserMetaContent__StyledWrapper-sc-116rmwl-0 fkmFzj"><span class="CardTeaserMetaContent__StyledMetaContent-sc-116rmwl-1 jNYrCm"><p>Professor</p><p>signaalinkäsittely</p><p>Faculty of Information Technology and Communication Sciences</p><span class="full">+358407287969</span><span class="full no-link"><span class="spamspan"><span class="u">ari.visa</span> [at] <span class="d">tuni.fi</span><span class="t"> (ari[dot]visa[at]tuni[dot]fi)</span></span></span></span></div></div><div class="CardTeaserList__StyledArrowRightWrapper-sc-h0opsi-10 ggIqun"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="13.41 2.59 10.59 5.41 15.17 10 2 10 2 14 15.17 14 10.59 18.59 13.41 21.41 22.83 12 13.41 2.59"></polygon></svg></div></div></div></a></div></div><div class="ProfileLiftup__StyledPersonWrapper-sc-5lt5gq-0 waPIo"><div class="CardTeaserList__StyledCardTeaserListWrapper-sc-h0opsi-0 eHfCqt"><a href="/en/people/martti-juhola"><div color="--color-contact" class="CardTeaserList__StyledIconCornerUp-sc-h0opsi-4 TIJLw"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="5 24 0 24 0 0 18 0 18 5 5 5 5 24"></polygon></svg></div><div class="CardTeaserList__StyledContentWrapper-sc-h0opsi-1 bTNgWs"><div class="CardTeaserList__StyledInfoWrapper-sc-h0opsi-2 hVqrta"><div class="CardTeaserList__StyledCardTeaserHeader-sc-h0opsi-5 ewNoPc"><h3 class="CardTeaserList__StyledTitle-sc-h0opsi-6 eKVWEG">Martti Juhola</h3><div class="Organization__StyledOrganizationWrapper-sc-13nupo3-0 clAitr"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12,18a6,6,0,1,1,6-6A6,6,0,0,1,12,18ZM12,8a4,4,0,1,0,4,4A4,4,0,0,0,12,8Z"></path></svg><span class="OrganizationName__StyledOrganizationName-sc-1r0e2y9-0 cXeVRG organization-name">Tampere University</span></div></div><div class="CardTeaserList__StyledMetaContentWrapper-sc-h0opsi-9 dtknrD"><div class="CardTeaserMetaContent__StyledWrapper-sc-116rmwl-0 fkmFzj"><span class="CardTeaserMetaContent__StyledMetaContent-sc-116rmwl-1 jNYrCm"><p>Professor Emerita/Emeritus</p><p>Faculty of Information Technology and Communication Sciences</p><span class="full">+358401901716</span><span class="full no-link"><span class="spamspan"><span class="u">martti.juhola</span> [at] <span class="d">tuni.fi</span><span class="t"> (martti[dot]juhola[at]tuni[dot]fi)</span></span></span></span></div></div><div class="CardTeaserList__StyledArrowRightWrapper-sc-h0opsi-10 ggIqun"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="13.41 2.59 10.59 5.41 15.17 10 2 10 2 14 15.17 14 10.59 18.59 13.41 21.41 22.83 12 13.41 2.59"></polygon></svg></div></div></div></a></div></div></div></div><div class="LiftupField__StyledLiftupsWrapper-sc-kvxjnu-1 bkdqBl"><h2 id="paragraph-anchor--9cb51dbb-a587-4e73-ba6a-ff6880f49136" class="ProfileLiftup__StyledLiftupTitle-sc-5lt5gq-1 jdVGLI">Researchers & Lecturers </h2><div mode="list" class="StyledElements__StyledGridModeWrapper-sc-1fo5kqa-0 jEtapx"><div class="ProfileLiftup__StyledPersonWrapper-sc-5lt5gq-0 waPIo"><div class="CardTeaserList__StyledCardTeaserListWrapper-sc-h0opsi-0 eHfCqt"><a href="/en/people/henri-hansen"><div color="--color-contact" class="CardTeaserList__StyledIconCornerUp-sc-h0opsi-4 TIJLw"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="5 24 0 24 0 0 18 0 18 5 5 5 5 24"></polygon></svg></div><div class="CardTeaserList__StyledContentWrapper-sc-h0opsi-1 bTNgWs"><div class="CardTeaserList__StyledImageWrapper-sc-h0opsi-3 cGRdBQ"><img alt="" loading="lazy" width="580" height="580" decoding="async" data-nimg="1" style="color:transparent" sizes="(max-width: 768px) 50vw, (min-width: 769px) 33vw" srcSet="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5095.jpg%3Fitok%3DAjSjzqQs&w=256&q=75 256w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5095.jpg%3Fitok%3DAjSjzqQs&w=384&q=75 384w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5095.jpg%3Fitok%3DAjSjzqQs&w=640&q=75 640w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5095.jpg%3Fitok%3DAjSjzqQs&w=750&q=75 750w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5095.jpg%3Fitok%3DAjSjzqQs&w=828&q=75 828w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5095.jpg%3Fitok%3DAjSjzqQs&w=1080&q=75 1080w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5095.jpg%3Fitok%3DAjSjzqQs&w=1200&q=75 1200w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5095.jpg%3Fitok%3DAjSjzqQs&w=1920&q=75 1920w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5095.jpg%3Fitok%3DAjSjzqQs&w=2048&q=75 2048w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5095.jpg%3Fitok%3DAjSjzqQs&w=3840&q=75 3840w" src="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5095.jpg%3Fitok%3DAjSjzqQs&w=3840&q=75"/></div><div class="CardTeaserList__StyledInfoWrapper-sc-h0opsi-2 hVqrta"><div class="CardTeaserList__StyledCardTeaserHeader-sc-h0opsi-5 ewNoPc"><h3 class="CardTeaserList__StyledTitle-sc-h0opsi-6 eKVWEG">Henri Hansen</h3><div class="Organization__StyledOrganizationWrapper-sc-13nupo3-0 clAitr"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12,18a6,6,0,1,1,6-6A6,6,0,0,1,12,18ZM12,8a4,4,0,1,0,4,4A4,4,0,0,0,12,8Z"></path></svg><span class="OrganizationName__StyledOrganizationName-sc-1r0e2y9-0 cXeVRG organization-name">Tampere University</span></div></div><div class="CardTeaserList__StyledMetaContentWrapper-sc-h0opsi-9 dtknrD"><div class="CardTeaserMetaContent__StyledWrapper-sc-116rmwl-0 fkmFzj"><span class="CardTeaserMetaContent__StyledMetaContent-sc-116rmwl-1 jNYrCm"><p>University Lecturer</p><p>Faculty of Information Technology and Communication Sciences</p><span class="full">+358504478616</span><span class="full no-link"><span class="spamspan"><span class="u">henri.hansen</span> [at] <span class="d">tuni.fi</span><span class="t"> (henri[dot]hansen[at]tuni[dot]fi)</span></span></span></span></div></div><div class="CardTeaserList__StyledArrowRightWrapper-sc-h0opsi-10 ggIqun"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="13.41 2.59 10.59 5.41 15.17 10 2 10 2 14 15.17 14 10.59 18.59 13.41 21.41 22.83 12 13.41 2.59"></polygon></svg></div></div></div></a></div></div><div class="ProfileLiftup__StyledPersonWrapper-sc-5lt5gq-0 waPIo"><div class="CardTeaserList__StyledCardTeaserListWrapper-sc-h0opsi-0 eHfCqt"><a href="/en/people/jarkko-isotalo"><div color="--color-contact" class="CardTeaserList__StyledIconCornerUp-sc-h0opsi-4 TIJLw"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="5 24 0 24 0 0 18 0 18 5 5 5 5 24"></polygon></svg></div><div class="CardTeaserList__StyledContentWrapper-sc-h0opsi-1 bTNgWs"><div class="CardTeaserList__StyledInfoWrapper-sc-h0opsi-2 hVqrta"><div class="CardTeaserList__StyledCardTeaserHeader-sc-h0opsi-5 ewNoPc"><h3 class="CardTeaserList__StyledTitle-sc-h0opsi-6 eKVWEG">Jarkko Isotalo</h3><div class="Organization__StyledOrganizationWrapper-sc-13nupo3-0 clAitr"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12,18a6,6,0,1,1,6-6A6,6,0,0,1,12,18ZM12,8a4,4,0,1,0,4,4A4,4,0,0,0,12,8Z"></path></svg><span class="OrganizationName__StyledOrganizationName-sc-1r0e2y9-0 cXeVRG organization-name">Tampere University</span></div></div><div class="CardTeaserList__StyledMetaContentWrapper-sc-h0opsi-9 dtknrD"><div class="CardTeaserMetaContent__StyledWrapper-sc-116rmwl-0 fkmFzj"><span class="CardTeaserMetaContent__StyledMetaContent-sc-116rmwl-1 jNYrCm"><p>University Lecturer</p><p>tilastotiede</p><p>Faculty of Information Technology and Communication Sciences</p><span class="full">+358504377565</span><span class="full no-link"><span class="spamspan"><span class="u">jarkko.isotalo</span> [at] <span class="d">tuni.fi</span><span class="t"> (jarkko[dot]isotalo[at]tuni[dot]fi)</span></span></span></span></div></div><div class="CardTeaserList__StyledArrowRightWrapper-sc-h0opsi-10 ggIqun"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="13.41 2.59 10.59 5.41 15.17 10 2 10 2 14 15.17 14 10.59 18.59 13.41 21.41 22.83 12 13.41 2.59"></polygon></svg></div></div></div></a></div></div><div class="ProfileLiftup__StyledPersonWrapper-sc-5lt5gq-0 waPIo"><div class="CardTeaserList__StyledCardTeaserListWrapper-sc-h0opsi-0 eHfCqt"><a href="/en/people/jari-turunen"><div color="--color-contact" class="CardTeaserList__StyledIconCornerUp-sc-h0opsi-4 TIJLw"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="5 24 0 24 0 0 18 0 18 5 5 5 5 24"></polygon></svg></div><div class="CardTeaserList__StyledContentWrapper-sc-h0opsi-1 bTNgWs"><div class="CardTeaserList__StyledImageWrapper-sc-h0opsi-3 cGRdBQ"><img alt="" loading="lazy" width="580" height="580" decoding="async" data-nimg="1" style="color:transparent" sizes="(max-width: 768px) 50vw, (min-width: 769px) 33vw" srcSet="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F3917.jpg%3Fitok%3DwJdBA3hL&w=256&q=75 256w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F3917.jpg%3Fitok%3DwJdBA3hL&w=384&q=75 384w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F3917.jpg%3Fitok%3DwJdBA3hL&w=640&q=75 640w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F3917.jpg%3Fitok%3DwJdBA3hL&w=750&q=75 750w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F3917.jpg%3Fitok%3DwJdBA3hL&w=828&q=75 828w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F3917.jpg%3Fitok%3DwJdBA3hL&w=1080&q=75 1080w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F3917.jpg%3Fitok%3DwJdBA3hL&w=1200&q=75 1200w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F3917.jpg%3Fitok%3DwJdBA3hL&w=1920&q=75 1920w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F3917.jpg%3Fitok%3DwJdBA3hL&w=2048&q=75 2048w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F3917.jpg%3Fitok%3DwJdBA3hL&w=3840&q=75 3840w" src="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F3917.jpg%3Fitok%3DwJdBA3hL&w=3840&q=75"/></div><div class="CardTeaserList__StyledInfoWrapper-sc-h0opsi-2 hVqrta"><div class="CardTeaserList__StyledCardTeaserHeader-sc-h0opsi-5 ewNoPc"><h3 class="CardTeaserList__StyledTitle-sc-h0opsi-6 eKVWEG">Jari Turunen</h3><div class="Organization__StyledOrganizationWrapper-sc-13nupo3-0 clAitr"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12,18a6,6,0,1,1,6-6A6,6,0,0,1,12,18ZM12,8a4,4,0,1,0,4,4A4,4,0,0,0,12,8Z"></path></svg><span class="OrganizationName__StyledOrganizationName-sc-1r0e2y9-0 cXeVRG organization-name">Tampere University</span></div></div><div class="CardTeaserList__StyledMetaContentWrapper-sc-h0opsi-9 dtknrD"><div class="CardTeaserMetaContent__StyledWrapper-sc-116rmwl-0 fkmFzj"><span class="CardTeaserMetaContent__StyledMetaContent-sc-116rmwl-1 jNYrCm"><p>University Lecturer</p><p>Faculty of Information Technology and Communication Sciences</p><span class="full">+358408262748</span><span class="full no-link"><span class="spamspan"><span class="u">jari.turunen</span> [at] <span class="d">tuni.fi</span><span class="t"> (jari[dot]turunen[at]tuni[dot]fi)</span></span></span></span></div></div><div class="CardTeaserList__StyledArrowRightWrapper-sc-h0opsi-10 ggIqun"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="13.41 2.59 10.59 5.41 15.17 10 2 10 2 14 15.17 14 10.59 18.59 13.41 21.41 22.83 12 13.41 2.59"></polygon></svg></div></div></div></a></div></div><div class="ProfileLiftup__StyledPersonWrapper-sc-5lt5gq-0 waPIo"><div class="CardTeaserList__StyledCardTeaserListWrapper-sc-h0opsi-0 eHfCqt"><a href="/en/people/hyon-jung-kim"><div color="--color-contact" class="CardTeaserList__StyledIconCornerUp-sc-h0opsi-4 TIJLw"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="5 24 0 24 0 0 18 0 18 5 5 5 5 24"></polygon></svg></div><div class="CardTeaserList__StyledContentWrapper-sc-h0opsi-1 bTNgWs"><div class="CardTeaserList__StyledInfoWrapper-sc-h0opsi-2 hVqrta"><div class="CardTeaserList__StyledCardTeaserHeader-sc-h0opsi-5 ewNoPc"><h3 class="CardTeaserList__StyledTitle-sc-h0opsi-6 eKVWEG">Hyon-Jung Kim-Ollila</h3><div class="Organization__StyledOrganizationWrapper-sc-13nupo3-0 clAitr"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12,18a6,6,0,1,1,6-6A6,6,0,0,1,12,18ZM12,8a4,4,0,1,0,4,4A4,4,0,0,0,12,8Z"></path></svg><span class="OrganizationName__StyledOrganizationName-sc-1r0e2y9-0 cXeVRG organization-name">Tampere University</span></div></div><div class="CardTeaserList__StyledMetaContentWrapper-sc-h0opsi-9 dtknrD"><div class="CardTeaserMetaContent__StyledWrapper-sc-116rmwl-0 fkmFzj"><span class="CardTeaserMetaContent__StyledMetaContent-sc-116rmwl-1 jNYrCm"><p>University Lecturer</p><p>tilastotiede, data-analyysi</p><p>Faculty of Information Technology and Communication Sciences</p><span class="full">+358503187468</span><span class="full no-link"><span class="spamspan"><span class="u">hyon-jung.kim</span> [at] <span class="d">tuni.fi</span><span class="t"> (hyon-jung[dot]kim[at]tuni[dot]fi)</span></span></span></span></div></div><div class="CardTeaserList__StyledArrowRightWrapper-sc-h0opsi-10 ggIqun"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="13.41 2.59 10.59 5.41 15.17 10 2 10 2 14 15.17 14 10.59 18.59 13.41 21.41 22.83 12 13.41 2.59"></polygon></svg></div></div></div></a></div></div><div class="ProfileLiftup__StyledPersonWrapper-sc-5lt5gq-0 waPIo"><div class="CardTeaserList__StyledCardTeaserListWrapper-sc-h0opsi-0 eHfCqt"><a href="/en/people/kati-iltanen"><div color="--color-contact" class="CardTeaserList__StyledIconCornerUp-sc-h0opsi-4 TIJLw"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="5 24 0 24 0 0 18 0 18 5 5 5 5 24"></polygon></svg></div><div class="CardTeaserList__StyledContentWrapper-sc-h0opsi-1 bTNgWs"><div class="CardTeaserList__StyledInfoWrapper-sc-h0opsi-2 hVqrta"><div class="CardTeaserList__StyledCardTeaserHeader-sc-h0opsi-5 ewNoPc"><h3 class="CardTeaserList__StyledTitle-sc-h0opsi-6 eKVWEG">Kati Iltanen</h3><div class="Organization__StyledOrganizationWrapper-sc-13nupo3-0 clAitr"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12,18a6,6,0,1,1,6-6A6,6,0,0,1,12,18ZM12,8a4,4,0,1,0,4,4A4,4,0,0,0,12,8Z"></path></svg><span class="OrganizationName__StyledOrganizationName-sc-1r0e2y9-0 cXeVRG organization-name">Tampere University</span></div></div><div class="CardTeaserList__StyledMetaContentWrapper-sc-h0opsi-9 dtknrD"><div class="CardTeaserMetaContent__StyledWrapper-sc-116rmwl-0 fkmFzj"><span class="CardTeaserMetaContent__StyledMetaContent-sc-116rmwl-1 jNYrCm"><p>University Lecturer</p><p>tietojenkäsittelyoppi, alana tiedonhallinta</p><p>Faculty of Information Technology and Communication Sciences</p><span class="full">+358503185857</span><span class="full no-link"><span class="spamspan"><span class="u">kati.iltanen</span> [at] <span class="d">tuni.fi</span><span class="t"> (kati[dot]iltanen[at]tuni[dot]fi)</span></span></span></span></div></div><div class="CardTeaserList__StyledArrowRightWrapper-sc-h0opsi-10 ggIqun"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="13.41 2.59 10.59 5.41 15.17 10 2 10 2 14 15.17 14 10.59 18.59 13.41 21.41 22.83 12 13.41 2.59"></polygon></svg></div></div></div></a></div></div><div class="ProfileLiftup__StyledPersonWrapper-sc-5lt5gq-0 waPIo"><div class="CardTeaserList__StyledCardTeaserListWrapper-sc-h0opsi-0 eHfCqt"><a href="/en/people/arto-luoma"><div color="--color-contact" class="CardTeaserList__StyledIconCornerUp-sc-h0opsi-4 TIJLw"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="5 24 0 24 0 0 18 0 18 5 5 5 5 24"></polygon></svg></div><div class="CardTeaserList__StyledContentWrapper-sc-h0opsi-1 bTNgWs"><div class="CardTeaserList__StyledImageWrapper-sc-h0opsi-3 cGRdBQ"><img alt="" loading="lazy" width="580" height="580" decoding="async" data-nimg="1" style="color:transparent" sizes="(max-width: 768px) 50vw, (min-width: 769px) 33vw" srcSet="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5579.jpg%3Fitok%3DYlB8emkf&w=256&q=75 256w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5579.jpg%3Fitok%3DYlB8emkf&w=384&q=75 384w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5579.jpg%3Fitok%3DYlB8emkf&w=640&q=75 640w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5579.jpg%3Fitok%3DYlB8emkf&w=750&q=75 750w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5579.jpg%3Fitok%3DYlB8emkf&w=828&q=75 828w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5579.jpg%3Fitok%3DYlB8emkf&w=1080&q=75 1080w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5579.jpg%3Fitok%3DYlB8emkf&w=1200&q=75 1200w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5579.jpg%3Fitok%3DYlB8emkf&w=1920&q=75 1920w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5579.jpg%3Fitok%3DYlB8emkf&w=2048&q=75 2048w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5579.jpg%3Fitok%3DYlB8emkf&w=3840&q=75 3840w" src="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5579.jpg%3Fitok%3DYlB8emkf&w=3840&q=75"/></div><div class="CardTeaserList__StyledInfoWrapper-sc-h0opsi-2 hVqrta"><div class="CardTeaserList__StyledCardTeaserHeader-sc-h0opsi-5 ewNoPc"><h3 class="CardTeaserList__StyledTitle-sc-h0opsi-6 eKVWEG">Arto Luoma</h3><div class="Organization__StyledOrganizationWrapper-sc-13nupo3-0 clAitr"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12,18a6,6,0,1,1,6-6A6,6,0,0,1,12,18ZM12,8a4,4,0,1,0,4,4A4,4,0,0,0,12,8Z"></path></svg><span class="OrganizationName__StyledOrganizationName-sc-1r0e2y9-0 cXeVRG organization-name">Tampere University</span></div></div><div class="CardTeaserList__StyledMetaContentWrapper-sc-h0opsi-9 dtknrD"><div class="CardTeaserMetaContent__StyledWrapper-sc-116rmwl-0 fkmFzj"><span class="CardTeaserMetaContent__StyledMetaContent-sc-116rmwl-1 jNYrCm"><p>University Lecturer</p><p>tilastotiede</p><p>Faculty of Information Technology and Communication Sciences</p><span class="full no-link"><span class="spamspan"><span class="u">arto.luoma</span> [at] <span class="d">tuni.fi</span><span class="t"> (arto[dot]luoma[at]tuni[dot]fi)</span></span></span></span></div></div><div class="CardTeaserList__StyledArrowRightWrapper-sc-h0opsi-10 ggIqun"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="13.41 2.59 10.59 5.41 15.17 10 2 10 2 14 15.17 14 10.59 18.59 13.41 21.41 22.83 12 13.41 2.59"></polygon></svg></div></div></div></a></div></div><div class="ProfileLiftup__StyledPersonWrapper-sc-5lt5gq-0 waPIo"><div class="CardTeaserList__StyledCardTeaserListWrapper-sc-h0opsi-0 eHfCqt"><a href="/en/people/giulia-demeijere"><div color="--color-contact" class="CardTeaserList__StyledIconCornerUp-sc-h0opsi-4 TIJLw"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="5 24 0 24 0 0 18 0 18 5 5 5 5 24"></polygon></svg></div><div class="CardTeaserList__StyledContentWrapper-sc-h0opsi-1 bTNgWs"><div class="CardTeaserList__StyledInfoWrapper-sc-h0opsi-2 hVqrta"><div class="CardTeaserList__StyledCardTeaserHeader-sc-h0opsi-5 ewNoPc"><h3 class="CardTeaserList__StyledTitle-sc-h0opsi-6 eKVWEG">Giulia de Meijere</h3><div class="Organization__StyledOrganizationWrapper-sc-13nupo3-0 clAitr"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12,18a6,6,0,1,1,6-6A6,6,0,0,1,12,18ZM12,8a4,4,0,1,0,4,4A4,4,0,0,0,12,8Z"></path></svg><span class="OrganizationName__StyledOrganizationName-sc-1r0e2y9-0 cXeVRG organization-name">Tampere University</span></div></div><div class="CardTeaserList__StyledMetaContentWrapper-sc-h0opsi-9 dtknrD"><div class="CardTeaserMetaContent__StyledWrapper-sc-116rmwl-0 fkmFzj"><span class="CardTeaserMetaContent__StyledMetaContent-sc-116rmwl-1 jNYrCm"><p>Postdoctoral Research Fellow</p><p>Faculty of Information Technology and Communication Sciences</p><span class="full no-link"><span class="spamspan"><span class="u">giulia.demeijere</span> [at] <span class="d">tuni.fi</span><span class="t"> (giulia[dot]demeijere[at]tuni[dot]fi)</span></span></span></span></div></div><div class="CardTeaserList__StyledArrowRightWrapper-sc-h0opsi-10 ggIqun"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="13.41 2.59 10.59 5.41 15.17 10 2 10 2 14 15.17 14 10.59 18.59 13.41 21.41 22.83 12 13.41 2.59"></polygon></svg></div></div></div></a></div></div><div class="ProfileLiftup__StyledPersonWrapper-sc-5lt5gq-0 waPIo"><div class="CardTeaserList__StyledCardTeaserListWrapper-sc-h0opsi-0 eHfCqt"><a href="/en/people/fahad-sohrab"><div color="--color-contact" class="CardTeaserList__StyledIconCornerUp-sc-h0opsi-4 TIJLw"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="5 24 0 24 0 0 18 0 18 5 5 5 5 24"></polygon></svg></div><div class="CardTeaserList__StyledContentWrapper-sc-h0opsi-1 bTNgWs"><div class="CardTeaserList__StyledInfoWrapper-sc-h0opsi-2 hVqrta"><div class="CardTeaserList__StyledCardTeaserHeader-sc-h0opsi-5 ewNoPc"><h3 class="CardTeaserList__StyledTitle-sc-h0opsi-6 eKVWEG">Fahad Sohrab</h3><div class="Organization__StyledOrganizationWrapper-sc-13nupo3-0 clAitr"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12,18a6,6,0,1,1,6-6A6,6,0,0,1,12,18ZM12,8a4,4,0,1,0,4,4A4,4,0,0,0,12,8Z"></path></svg><span class="OrganizationName__StyledOrganizationName-sc-1r0e2y9-0 cXeVRG organization-name">Tampere University</span></div></div><div class="CardTeaserList__StyledMetaContentWrapper-sc-h0opsi-9 dtknrD"><div class="CardTeaserMetaContent__StyledWrapper-sc-116rmwl-0 fkmFzj"><span class="CardTeaserMetaContent__StyledMetaContent-sc-116rmwl-1 jNYrCm"><p>Postdoctoral Research Fellow</p><p>Faculty of Information Technology and Communication Sciences</p><span class="full">+358504731085</span><span class="full no-link"><span class="spamspan"><span class="u">fahad.sohrab</span> [at] <span class="d">tuni.fi</span><span class="t"> (fahad[dot]sohrab[at]tuni[dot]fi)</span></span></span></span></div></div><div class="CardTeaserList__StyledArrowRightWrapper-sc-h0opsi-10 ggIqun"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="13.41 2.59 10.59 5.41 15.17 10 2 10 2 14 15.17 14 10.59 18.59 13.41 21.41 22.83 12 13.41 2.59"></polygon></svg></div></div></div></a></div></div><div class="ProfileLiftup__StyledPersonWrapper-sc-5lt5gq-0 waPIo"><div class="CardTeaserList__StyledCardTeaserListWrapper-sc-h0opsi-0 eHfCqt"><a href="/en/people/anubha-goel"><div color="--color-contact" class="CardTeaserList__StyledIconCornerUp-sc-h0opsi-4 TIJLw"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="5 24 0 24 0 0 18 0 18 5 5 5 5 24"></polygon></svg></div><div class="CardTeaserList__StyledContentWrapper-sc-h0opsi-1 bTNgWs"><div class="CardTeaserList__StyledImageWrapper-sc-h0opsi-3 cGRdBQ"><img alt="" loading="lazy" width="580" height="580" decoding="async" data-nimg="1" style="color:transparent" sizes="(max-width: 768px) 50vw, (min-width: 769px) 33vw" srcSet="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5965.jpg%3Fitok%3DYcZ0kMfw&w=256&q=75 256w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5965.jpg%3Fitok%3DYcZ0kMfw&w=384&q=75 384w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5965.jpg%3Fitok%3DYcZ0kMfw&w=640&q=75 640w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5965.jpg%3Fitok%3DYcZ0kMfw&w=750&q=75 750w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5965.jpg%3Fitok%3DYcZ0kMfw&w=828&q=75 828w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5965.jpg%3Fitok%3DYcZ0kMfw&w=1080&q=75 1080w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5965.jpg%3Fitok%3DYcZ0kMfw&w=1200&q=75 1200w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5965.jpg%3Fitok%3DYcZ0kMfw&w=1920&q=75 1920w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5965.jpg%3Fitok%3DYcZ0kMfw&w=2048&q=75 2048w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5965.jpg%3Fitok%3DYcZ0kMfw&w=3840&q=75 3840w" src="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5965.jpg%3Fitok%3DYcZ0kMfw&w=3840&q=75"/></div><div class="CardTeaserList__StyledInfoWrapper-sc-h0opsi-2 hVqrta"><div class="CardTeaserList__StyledCardTeaserHeader-sc-h0opsi-5 ewNoPc"><h3 class="CardTeaserList__StyledTitle-sc-h0opsi-6 eKVWEG">Anubha Goel</h3><div class="Organization__StyledOrganizationWrapper-sc-13nupo3-0 clAitr"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12,18a6,6,0,1,1,6-6A6,6,0,0,1,12,18ZM12,8a4,4,0,1,0,4,4A4,4,0,0,0,12,8Z"></path></svg><span class="OrganizationName__StyledOrganizationName-sc-1r0e2y9-0 cXeVRG organization-name">Tampere University</span></div></div><div class="CardTeaserList__StyledMetaContentWrapper-sc-h0opsi-9 dtknrD"><div class="CardTeaserMetaContent__StyledWrapper-sc-116rmwl-0 fkmFzj"><span class="CardTeaserMetaContent__StyledMetaContent-sc-116rmwl-1 jNYrCm"><p>Marie Curie Research Fellow</p><p>Faculty of Information Technology and Communication Sciences</p><span class="full">+358503201908</span><span class="full no-link"><span class="spamspan"><span class="u">anubha.goel</span> [at] <span class="d">tuni.fi</span><span class="t"> (anubha[dot]goel[at]tuni[dot]fi)</span></span></span></span></div></div><div class="CardTeaserList__StyledArrowRightWrapper-sc-h0opsi-10 ggIqun"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="13.41 2.59 10.59 5.41 15.17 10 2 10 2 14 15.17 14 10.59 18.59 13.41 21.41 22.83 12 13.41 2.59"></polygon></svg></div></div></div></a></div></div><div class="ProfileLiftup__StyledPersonWrapper-sc-5lt5gq-0 waPIo"><div class="CardTeaserList__StyledCardTeaserListWrapper-sc-h0opsi-0 eHfCqt"><a href="/en/people/farhad-pakdaman"><div color="--color-contact" class="CardTeaserList__StyledIconCornerUp-sc-h0opsi-4 TIJLw"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="5 24 0 24 0 0 18 0 18 5 5 5 5 24"></polygon></svg></div><div class="CardTeaserList__StyledContentWrapper-sc-h0opsi-1 bTNgWs"><div class="CardTeaserList__StyledImageWrapper-sc-h0opsi-3 cGRdBQ"><img alt="" loading="lazy" width="580" height="580" decoding="async" data-nimg="1" style="color:transparent" sizes="(max-width: 768px) 50vw, (min-width: 769px) 33vw" srcSet="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5445.jpg%3Fitok%3D9n1BzQGl&w=256&q=75 256w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5445.jpg%3Fitok%3D9n1BzQGl&w=384&q=75 384w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5445.jpg%3Fitok%3D9n1BzQGl&w=640&q=75 640w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5445.jpg%3Fitok%3D9n1BzQGl&w=750&q=75 750w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5445.jpg%3Fitok%3D9n1BzQGl&w=828&q=75 828w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5445.jpg%3Fitok%3D9n1BzQGl&w=1080&q=75 1080w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5445.jpg%3Fitok%3D9n1BzQGl&w=1200&q=75 1200w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5445.jpg%3Fitok%3D9n1BzQGl&w=1920&q=75 1920w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5445.jpg%3Fitok%3D9n1BzQGl&w=2048&q=75 2048w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5445.jpg%3Fitok%3D9n1BzQGl&w=3840&q=75 3840w" src="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5445.jpg%3Fitok%3D9n1BzQGl&w=3840&q=75"/></div><div class="CardTeaserList__StyledInfoWrapper-sc-h0opsi-2 hVqrta"><div class="CardTeaserList__StyledCardTeaserHeader-sc-h0opsi-5 ewNoPc"><h3 class="CardTeaserList__StyledTitle-sc-h0opsi-6 eKVWEG">Farhad Pakdaman</h3><div class="Organization__StyledOrganizationWrapper-sc-13nupo3-0 clAitr"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12,18a6,6,0,1,1,6-6A6,6,0,0,1,12,18ZM12,8a4,4,0,1,0,4,4A4,4,0,0,0,12,8Z"></path></svg><span class="OrganizationName__StyledOrganizationName-sc-1r0e2y9-0 cXeVRG organization-name">Tampere University</span></div></div><div class="CardTeaserList__StyledMetaContentWrapper-sc-h0opsi-9 dtknrD"><div class="CardTeaserMetaContent__StyledWrapper-sc-116rmwl-0 fkmFzj"><span class="CardTeaserMetaContent__StyledMetaContent-sc-116rmwl-1 jNYrCm"><p>Grant Holder, Doctoral Research</p><p>Faculty of Information Technology and Communication Sciences</p><span class="full no-link"><span class="spamspan"><span class="u">farhad.pakdaman</span> [at] <span class="d">tuni.fi</span><span class="t"> (farhad[dot]pakdaman[at]tuni[dot]fi)</span></span></span></span></div></div><div class="CardTeaserList__StyledArrowRightWrapper-sc-h0opsi-10 ggIqun"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="13.41 2.59 10.59 5.41 15.17 10 2 10 2 14 15.17 14 10.59 18.59 13.41 21.41 22.83 12 13.41 2.59"></polygon></svg></div></div></div></a></div></div><div class="ProfileLiftup__StyledPersonWrapper-sc-5lt5gq-0 waPIo"><div class="CardTeaserList__StyledCardTeaserListWrapper-sc-h0opsi-0 eHfCqt"><a href="/en/people/javier-urenacarrion"><div color="--color-contact" class="CardTeaserList__StyledIconCornerUp-sc-h0opsi-4 TIJLw"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="5 24 0 24 0 0 18 0 18 5 5 5 5 24"></polygon></svg></div><div class="CardTeaserList__StyledContentWrapper-sc-h0opsi-1 bTNgWs"><div class="CardTeaserList__StyledInfoWrapper-sc-h0opsi-2 hVqrta"><div class="CardTeaserList__StyledCardTeaserHeader-sc-h0opsi-5 ewNoPc"><h3 class="CardTeaserList__StyledTitle-sc-h0opsi-6 eKVWEG">Javier Ureña Carrion</h3><div class="Organization__StyledOrganizationWrapper-sc-13nupo3-0 clAitr"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12,18a6,6,0,1,1,6-6A6,6,0,0,1,12,18ZM12,8a4,4,0,1,0,4,4A4,4,0,0,0,12,8Z"></path></svg><span class="OrganizationName__StyledOrganizationName-sc-1r0e2y9-0 cXeVRG organization-name">Tampere University</span></div></div><div class="CardTeaserList__StyledMetaContentWrapper-sc-h0opsi-9 dtknrD"><div class="CardTeaserMetaContent__StyledWrapper-sc-116rmwl-0 fkmFzj"><span class="CardTeaserMetaContent__StyledMetaContent-sc-116rmwl-1 jNYrCm"><p>Researcher</p><p>Faculty of Information Technology and Communication Sciences</p><span class="full no-link"><span class="spamspan"><span class="u">javier.urenacarrion</span> [at] <span class="d">tuni.fi</span><span class="t"> (javier[dot]urenacarrion[at]tuni[dot]fi)</span></span></span></span></div></div><div class="CardTeaserList__StyledArrowRightWrapper-sc-h0opsi-10 ggIqun"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="13.41 2.59 10.59 5.41 15.17 10 2 10 2 14 15.17 14 10.59 18.59 13.41 21.41 22.83 12 13.41 2.59"></polygon></svg></div></div></div></a></div></div><div class="ProfileLiftup__StyledPersonWrapper-sc-5lt5gq-0 waPIo"><div class="CardTeaserList__StyledCardTeaserListWrapper-sc-h0opsi-0 eHfCqt"><a href="/en/people/reza-shafiloo"><div color="--color-contact" class="CardTeaserList__StyledIconCornerUp-sc-h0opsi-4 TIJLw"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="5 24 0 24 0 0 18 0 18 5 5 5 5 24"></polygon></svg></div><div class="CardTeaserList__StyledContentWrapper-sc-h0opsi-1 bTNgWs"><div class="CardTeaserList__StyledImageWrapper-sc-h0opsi-3 cGRdBQ"><img alt="" loading="lazy" width="580" height="580" decoding="async" data-nimg="1" style="color:transparent" sizes="(max-width: 768px) 50vw, (min-width: 769px) 33vw" srcSet="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F6229.jpg%3Fitok%3D9hSNFXh6&w=256&q=75 256w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F6229.jpg%3Fitok%3D9hSNFXh6&w=384&q=75 384w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F6229.jpg%3Fitok%3D9hSNFXh6&w=640&q=75 640w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F6229.jpg%3Fitok%3D9hSNFXh6&w=750&q=75 750w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F6229.jpg%3Fitok%3D9hSNFXh6&w=828&q=75 828w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F6229.jpg%3Fitok%3D9hSNFXh6&w=1080&q=75 1080w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F6229.jpg%3Fitok%3D9hSNFXh6&w=1200&q=75 1200w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F6229.jpg%3Fitok%3D9hSNFXh6&w=1920&q=75 1920w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F6229.jpg%3Fitok%3D9hSNFXh6&w=2048&q=75 2048w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F6229.jpg%3Fitok%3D9hSNFXh6&w=3840&q=75 3840w" src="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F6229.jpg%3Fitok%3D9hSNFXh6&w=3840&q=75"/></div><div class="CardTeaserList__StyledInfoWrapper-sc-h0opsi-2 hVqrta"><div class="CardTeaserList__StyledCardTeaserHeader-sc-h0opsi-5 ewNoPc"><h3 class="CardTeaserList__StyledTitle-sc-h0opsi-6 eKVWEG">Reza Shafiloo</h3><div class="Organization__StyledOrganizationWrapper-sc-13nupo3-0 clAitr"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12,18a6,6,0,1,1,6-6A6,6,0,0,1,12,18ZM12,8a4,4,0,1,0,4,4A4,4,0,0,0,12,8Z"></path></svg><span class="OrganizationName__StyledOrganizationName-sc-1r0e2y9-0 cXeVRG organization-name">Tampere University</span></div></div><div class="CardTeaserList__StyledMetaContentWrapper-sc-h0opsi-9 dtknrD"><div class="CardTeaserMetaContent__StyledWrapper-sc-116rmwl-0 fkmFzj"><span class="CardTeaserMetaContent__StyledMetaContent-sc-116rmwl-1 jNYrCm"><p>Doctoral Researcher</p><p>Faculty of Information Technology and Communication Sciences</p><span class="full">+358505951439</span><span class="full no-link"><span class="spamspan"><span class="u">reza.shafiloo</span> [at] <span class="d">tuni.fi</span><span class="t"> (reza[dot]shafiloo[at]tuni[dot]fi)</span></span></span></span></div></div><div class="CardTeaserList__StyledArrowRightWrapper-sc-h0opsi-10 ggIqun"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="13.41 2.59 10.59 5.41 15.17 10 2 10 2 14 15.17 14 10.59 18.59 13.41 21.41 22.83 12 13.41 2.59"></polygon></svg></div></div></div></a></div></div><div class="ProfileLiftup__StyledPersonWrapper-sc-5lt5gq-0 waPIo"><div class="CardTeaserList__StyledCardTeaserListWrapper-sc-h0opsi-0 eHfCqt"><a href="/en/people/tanvi-sharma"><div color="--color-contact" class="CardTeaserList__StyledIconCornerUp-sc-h0opsi-4 TIJLw"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="5 24 0 24 0 0 18 0 18 5 5 5 5 24"></polygon></svg></div><div class="CardTeaserList__StyledContentWrapper-sc-h0opsi-1 bTNgWs"><div class="CardTeaserList__StyledImageWrapper-sc-h0opsi-3 cGRdBQ"><img alt="" loading="lazy" width="580" height="580" decoding="async" data-nimg="1" style="color:transparent" sizes="(max-width: 768px) 50vw, (min-width: 769px) 33vw" srcSet="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F4827.jpg%3Fitok%3D87-Jr2us&w=256&q=75 256w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F4827.jpg%3Fitok%3D87-Jr2us&w=384&q=75 384w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F4827.jpg%3Fitok%3D87-Jr2us&w=640&q=75 640w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F4827.jpg%3Fitok%3D87-Jr2us&w=750&q=75 750w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F4827.jpg%3Fitok%3D87-Jr2us&w=828&q=75 828w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F4827.jpg%3Fitok%3D87-Jr2us&w=1080&q=75 1080w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F4827.jpg%3Fitok%3D87-Jr2us&w=1200&q=75 1200w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F4827.jpg%3Fitok%3D87-Jr2us&w=1920&q=75 1920w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F4827.jpg%3Fitok%3D87-Jr2us&w=2048&q=75 2048w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F4827.jpg%3Fitok%3D87-Jr2us&w=3840&q=75 3840w" src="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F4827.jpg%3Fitok%3D87-Jr2us&w=3840&q=75"/></div><div class="CardTeaserList__StyledInfoWrapper-sc-h0opsi-2 hVqrta"><div class="CardTeaserList__StyledCardTeaserHeader-sc-h0opsi-5 ewNoPc"><h3 class="CardTeaserList__StyledTitle-sc-h0opsi-6 eKVWEG">Tanvi Sharma</h3><div class="Organization__StyledOrganizationWrapper-sc-13nupo3-0 clAitr"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12,18a6,6,0,1,1,6-6A6,6,0,0,1,12,18ZM12,8a4,4,0,1,0,4,4A4,4,0,0,0,12,8Z"></path></svg><span class="OrganizationName__StyledOrganizationName-sc-1r0e2y9-0 cXeVRG organization-name">Tampere University</span></div></div><div class="CardTeaserList__StyledMetaContentWrapper-sc-h0opsi-9 dtknrD"><div class="CardTeaserMetaContent__StyledWrapper-sc-116rmwl-0 fkmFzj"><span class="CardTeaserMetaContent__StyledMetaContent-sc-116rmwl-1 jNYrCm"><p>Student, Doctoral Research</p><p>Faculty of Information Technology and Communication Sciences</p><span class="full no-link"><span class="spamspan"><span class="u">tanvi.sharma</span> [at] <span class="d">tuni.fi</span><span class="t"> (tanvi[dot]sharma[at]tuni[dot]fi)</span></span></span></span></div></div><div class="CardTeaserList__StyledArrowRightWrapper-sc-h0opsi-10 ggIqun"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="13.41 2.59 10.59 5.41 15.17 10 2 10 2 14 15.17 14 10.59 18.59 13.41 21.41 22.83 12 13.41 2.59"></polygon></svg></div></div></div></a></div></div><div class="ProfileLiftup__StyledPersonWrapper-sc-5lt5gq-0 waPIo"><div class="CardTeaserList__StyledCardTeaserListWrapper-sc-h0opsi-0 eHfCqt"><a href="/en/people/seyedeh-ebrahimi"><div color="--color-contact" class="CardTeaserList__StyledIconCornerUp-sc-h0opsi-4 TIJLw"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="5 24 0 24 0 0 18 0 18 5 5 5 5 24"></polygon></svg></div><div class="CardTeaserList__StyledContentWrapper-sc-h0opsi-1 bTNgWs"><div class="CardTeaserList__StyledInfoWrapper-sc-h0opsi-2 hVqrta"><div class="CardTeaserList__StyledCardTeaserHeader-sc-h0opsi-5 ewNoPc"><h3 class="CardTeaserList__StyledTitle-sc-h0opsi-6 eKVWEG">Seyedeh Ebrahimi</h3><div class="Organization__StyledOrganizationWrapper-sc-13nupo3-0 clAitr"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12,18a6,6,0,1,1,6-6A6,6,0,0,1,12,18ZM12,8a4,4,0,1,0,4,4A4,4,0,0,0,12,8Z"></path></svg><span class="OrganizationName__StyledOrganizationName-sc-1r0e2y9-0 cXeVRG organization-name">Tampere University</span></div></div><div class="CardTeaserList__StyledMetaContentWrapper-sc-h0opsi-9 dtknrD"><div class="CardTeaserMetaContent__StyledWrapper-sc-116rmwl-0 fkmFzj"><span class="CardTeaserMetaContent__StyledMetaContent-sc-116rmwl-1 jNYrCm"><p>Doctoral Researcher</p><p>Faculty of Information Technology and Communication Sciences</p><span class="full">+358503377230</span><span class="full no-link"><span class="spamspan"><span class="u">seyedeh.ebrahimi</span> [at] <span class="d">tuni.fi</span><span class="t"> (seyedeh[dot]ebrahimi[at]tuni[dot]fi)</span></span></span></span></div></div><div class="CardTeaserList__StyledArrowRightWrapper-sc-h0opsi-10 ggIqun"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="13.41 2.59 10.59 5.41 15.17 10 2 10 2 14 15.17 14 10.59 18.59 13.41 21.41 22.83 12 13.41 2.59"></polygon></svg></div></div></div></a></div></div><div class="ProfileLiftup__StyledPersonWrapper-sc-5lt5gq-0 waPIo"><div class="CardTeaserList__StyledCardTeaserListWrapper-sc-h0opsi-0 eHfCqt"><a href="/en/people/anton-muravev"><div color="--color-contact" class="CardTeaserList__StyledIconCornerUp-sc-h0opsi-4 TIJLw"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="5 24 0 24 0 0 18 0 18 5 5 5 5 24"></polygon></svg></div><div class="CardTeaserList__StyledContentWrapper-sc-h0opsi-1 bTNgWs"><div class="CardTeaserList__StyledInfoWrapper-sc-h0opsi-2 hVqrta"><div class="CardTeaserList__StyledCardTeaserHeader-sc-h0opsi-5 ewNoPc"><h3 class="CardTeaserList__StyledTitle-sc-h0opsi-6 eKVWEG">Anton Muravev</h3><div class="Organization__StyledOrganizationWrapper-sc-13nupo3-0 clAitr"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12,18a6,6,0,1,1,6-6A6,6,0,0,1,12,18ZM12,8a4,4,0,1,0,4,4A4,4,0,0,0,12,8Z"></path></svg><span class="OrganizationName__StyledOrganizationName-sc-1r0e2y9-0 cXeVRG organization-name">Tampere University</span></div></div><div class="CardTeaserList__StyledMetaContentWrapper-sc-h0opsi-9 dtknrD"><div class="CardTeaserMetaContent__StyledWrapper-sc-116rmwl-0 fkmFzj"><span class="CardTeaserMetaContent__StyledMetaContent-sc-116rmwl-1 jNYrCm"><p>Student, Doctoral Research</p><p>Faculty of Information Technology and Communication Sciences</p><span class="full">0401981309</span><span class="full no-link"><span class="spamspan"><span class="u">anton.muravev</span> [at] <span class="d">tuni.fi</span><span class="t"> (anton[dot]muravev[at]tuni[dot]fi)</span></span></span></span></div></div><div class="CardTeaserList__StyledArrowRightWrapper-sc-h0opsi-10 ggIqun"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="13.41 2.59 10.59 5.41 15.17 10 2 10 2 14 15.17 14 10.59 18.59 13.41 21.41 22.83 12 13.41 2.59"></polygon></svg></div></div></div></a></div></div><div class="ProfileLiftup__StyledPersonWrapper-sc-5lt5gq-0 waPIo"><div class="CardTeaserList__StyledCardTeaserListWrapper-sc-h0opsi-0 eHfCqt"><a href="/en/people/petri-linna"><div color="--color-contact" class="CardTeaserList__StyledIconCornerUp-sc-h0opsi-4 TIJLw"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="5 24 0 24 0 0 18 0 18 5 5 5 5 24"></polygon></svg></div><div class="CardTeaserList__StyledContentWrapper-sc-h0opsi-1 bTNgWs"><div class="CardTeaserList__StyledImageWrapper-sc-h0opsi-3 cGRdBQ"><img alt="" loading="lazy" width="580" height="580" decoding="async" data-nimg="1" style="color:transparent" sizes="(max-width: 768px) 50vw, (min-width: 769px) 33vw" srcSet="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F3943.jpg%3Fitok%3DW-jnpza_&w=256&q=75 256w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F3943.jpg%3Fitok%3DW-jnpza_&w=384&q=75 384w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F3943.jpg%3Fitok%3DW-jnpza_&w=640&q=75 640w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F3943.jpg%3Fitok%3DW-jnpza_&w=750&q=75 750w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F3943.jpg%3Fitok%3DW-jnpza_&w=828&q=75 828w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F3943.jpg%3Fitok%3DW-jnpza_&w=1080&q=75 1080w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F3943.jpg%3Fitok%3DW-jnpza_&w=1200&q=75 1200w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F3943.jpg%3Fitok%3DW-jnpza_&w=1920&q=75 1920w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F3943.jpg%3Fitok%3DW-jnpza_&w=2048&q=75 2048w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F3943.jpg%3Fitok%3DW-jnpza_&w=3840&q=75 3840w" src="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F3943.jpg%3Fitok%3DW-jnpza_&w=3840&q=75"/></div><div class="CardTeaserList__StyledInfoWrapper-sc-h0opsi-2 hVqrta"><div class="CardTeaserList__StyledCardTeaserHeader-sc-h0opsi-5 ewNoPc"><h3 class="CardTeaserList__StyledTitle-sc-h0opsi-6 eKVWEG">Petri Linna</h3><div class="Organization__StyledOrganizationWrapper-sc-13nupo3-0 clAitr"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12,18a6,6,0,1,1,6-6A6,6,0,0,1,12,18ZM12,8a4,4,0,1,0,4,4A4,4,0,0,0,12,8Z"></path></svg><span class="OrganizationName__StyledOrganizationName-sc-1r0e2y9-0 cXeVRG organization-name">Tampere University</span></div></div><div class="CardTeaserList__StyledMetaContentWrapper-sc-h0opsi-9 dtknrD"><div class="CardTeaserMetaContent__StyledWrapper-sc-116rmwl-0 fkmFzj"><span class="CardTeaserMetaContent__StyledMetaContent-sc-116rmwl-1 jNYrCm"><p>Project Manager</p><p>Faculty of Information Technology and Communication Sciences</p><span class="full no-link"><span class="spamspan"><span class="u">petri.linna</span> [at] <span class="d">tuni.fi</span><span class="t"> (petri[dot]linna[at]tuni[dot]fi)</span></span></span></span></div></div><div class="CardTeaserList__StyledArrowRightWrapper-sc-h0opsi-10 ggIqun"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="13.41 2.59 10.59 5.41 15.17 10 2 10 2 14 15.17 14 10.59 18.59 13.41 21.41 22.83 12 13.41 2.59"></polygon></svg></div></div></div></a></div></div><div class="ProfileLiftup__StyledPersonWrapper-sc-5lt5gq-0 waPIo"><div class="CardTeaserList__StyledCardTeaserListWrapper-sc-h0opsi-0 eHfCqt"><a href="/en/people/antti-halla"><div color="--color-contact" class="CardTeaserList__StyledIconCornerUp-sc-h0opsi-4 TIJLw"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="5 24 0 24 0 0 18 0 18 5 5 5 5 24"></polygon></svg></div><div class="CardTeaserList__StyledContentWrapper-sc-h0opsi-1 bTNgWs"><div class="CardTeaserList__StyledInfoWrapper-sc-h0opsi-2 hVqrta"><div class="CardTeaserList__StyledCardTeaserHeader-sc-h0opsi-5 ewNoPc"><h3 class="CardTeaserList__StyledTitle-sc-h0opsi-6 eKVWEG">Antti Halla</h3><div class="Organization__StyledOrganizationWrapper-sc-13nupo3-0 clAitr"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12,18a6,6,0,1,1,6-6A6,6,0,0,1,12,18ZM12,8a4,4,0,1,0,4,4A4,4,0,0,0,12,8Z"></path></svg><span class="OrganizationName__StyledOrganizationName-sc-1r0e2y9-0 cXeVRG organization-name">Tampere University</span></div></div><div class="CardTeaserList__StyledMetaContentWrapper-sc-h0opsi-9 dtknrD"><div class="CardTeaserMetaContent__StyledWrapper-sc-116rmwl-0 fkmFzj"><span class="CardTeaserMetaContent__StyledMetaContent-sc-116rmwl-1 jNYrCm"><p>Researcher</p><p>Faculty of Information Technology and Communication Sciences</p><span class="full">+358504073990</span><span class="full no-link"><span class="spamspan"><span class="u">antti.halla</span> [at] <span class="d">tuni.fi</span><span class="t"> (antti[dot]halla[at]tuni[dot]fi)</span></span></span></span></div></div><div class="CardTeaserList__StyledArrowRightWrapper-sc-h0opsi-10 ggIqun"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="13.41 2.59 10.59 5.41 15.17 10 2 10 2 14 15.17 14 10.59 18.59 13.41 21.41 22.83 12 13.41 2.59"></polygon></svg></div></div></div></a></div></div><div class="ProfileLiftup__StyledPersonWrapper-sc-5lt5gq-0 waPIo"><div class="CardTeaserList__StyledCardTeaserListWrapper-sc-h0opsi-0 eHfCqt"><a href="/en/people/wenji-bai"><div color="--color-contact" class="CardTeaserList__StyledIconCornerUp-sc-h0opsi-4 TIJLw"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="5 24 0 24 0 0 18 0 18 5 5 5 5 24"></polygon></svg></div><div class="CardTeaserList__StyledContentWrapper-sc-h0opsi-1 bTNgWs"><div class="CardTeaserList__StyledInfoWrapper-sc-h0opsi-2 hVqrta"><div class="CardTeaserList__StyledCardTeaserHeader-sc-h0opsi-5 ewNoPc"><h3 class="CardTeaserList__StyledTitle-sc-h0opsi-6 eKVWEG">Wenji Bai</h3><div class="Organization__StyledOrganizationWrapper-sc-13nupo3-0 clAitr"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12,18a6,6,0,1,1,6-6A6,6,0,0,1,12,18ZM12,8a4,4,0,1,0,4,4A4,4,0,0,0,12,8Z"></path></svg><span class="OrganizationName__StyledOrganizationName-sc-1r0e2y9-0 cXeVRG organization-name">Tampere University</span></div></div><div class="CardTeaserList__StyledMetaContentWrapper-sc-h0opsi-9 dtknrD"><div class="CardTeaserMetaContent__StyledWrapper-sc-116rmwl-0 fkmFzj"><span class="CardTeaserMetaContent__StyledMetaContent-sc-116rmwl-1 jNYrCm"><p>Doctoral Researcher</p><p>Faculty of Information Technology and Communication Sciences</p><span class="full">+358504270052</span><span class="full no-link"><span class="spamspan"><span class="u">wenji.bai</span> [at] <span class="d">tuni.fi</span><span class="t"> (wenji[dot]bai[at]tuni[dot]fi)</span></span></span></span></div></div><div class="CardTeaserList__StyledArrowRightWrapper-sc-h0opsi-10 ggIqun"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="13.41 2.59 10.59 5.41 15.17 10 2 10 2 14 15.17 14 10.59 18.59 13.41 21.41 22.83 12 13.41 2.59"></polygon></svg></div></div></div></a></div></div><div class="ProfileLiftup__StyledPersonWrapper-sc-5lt5gq-0 waPIo"><div class="CardTeaserList__StyledCardTeaserListWrapper-sc-h0opsi-0 eHfCqt"><a href="/en/people/matin-beiramvand"><div color="--color-contact" class="CardTeaserList__StyledIconCornerUp-sc-h0opsi-4 TIJLw"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="5 24 0 24 0 0 18 0 18 5 5 5 5 24"></polygon></svg></div><div class="CardTeaserList__StyledContentWrapper-sc-h0opsi-1 bTNgWs"><div class="CardTeaserList__StyledImageWrapper-sc-h0opsi-3 cGRdBQ"><img alt="" loading="lazy" width="580" height="580" decoding="async" data-nimg="1" style="color:transparent" sizes="(max-width: 768px) 50vw, (min-width: 769px) 33vw" srcSet="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5776.jpg%3Fitok%3DQMals2Z5&w=256&q=75 256w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5776.jpg%3Fitok%3DQMals2Z5&w=384&q=75 384w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5776.jpg%3Fitok%3DQMals2Z5&w=640&q=75 640w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5776.jpg%3Fitok%3DQMals2Z5&w=750&q=75 750w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5776.jpg%3Fitok%3DQMals2Z5&w=828&q=75 828w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5776.jpg%3Fitok%3DQMals2Z5&w=1080&q=75 1080w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5776.jpg%3Fitok%3DQMals2Z5&w=1200&q=75 1200w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5776.jpg%3Fitok%3DQMals2Z5&w=1920&q=75 1920w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5776.jpg%3Fitok%3DQMals2Z5&w=2048&q=75 2048w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5776.jpg%3Fitok%3DQMals2Z5&w=3840&q=75 3840w" src="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F5776.jpg%3Fitok%3DQMals2Z5&w=3840&q=75"/></div><div class="CardTeaserList__StyledInfoWrapper-sc-h0opsi-2 hVqrta"><div class="CardTeaserList__StyledCardTeaserHeader-sc-h0opsi-5 ewNoPc"><h3 class="CardTeaserList__StyledTitle-sc-h0opsi-6 eKVWEG">Matin Beiram Vand</h3><div class="Organization__StyledOrganizationWrapper-sc-13nupo3-0 clAitr"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12,18a6,6,0,1,1,6-6A6,6,0,0,1,12,18ZM12,8a4,4,0,1,0,4,4A4,4,0,0,0,12,8Z"></path></svg><span class="OrganizationName__StyledOrganizationName-sc-1r0e2y9-0 cXeVRG organization-name">Tampere University</span></div></div><div class="CardTeaserList__StyledMetaContentWrapper-sc-h0opsi-9 dtknrD"><div class="CardTeaserMetaContent__StyledWrapper-sc-116rmwl-0 fkmFzj"><span class="CardTeaserMetaContent__StyledMetaContent-sc-116rmwl-1 jNYrCm"><p>Researcher</p><p>Faculty of Information Technology and Communication Sciences</p><span class="full no-link"><span class="spamspan"><span class="u">matin.beiramvand</span> [at] <span class="d">tuni.fi</span><span class="t"> (matin[dot]beiramvand[at]tuni[dot]fi)</span></span></span></span></div></div><div class="CardTeaserList__StyledArrowRightWrapper-sc-h0opsi-10 ggIqun"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="13.41 2.59 10.59 5.41 15.17 10 2 10 2 14 15.17 14 10.59 18.59 13.41 21.41 22.83 12 13.41 2.59"></polygon></svg></div></div></div></a></div></div><div class="ProfileLiftup__StyledPersonWrapper-sc-5lt5gq-0 waPIo"><div class="CardTeaserList__StyledCardTeaserListWrapper-sc-h0opsi-0 eHfCqt"><a href="/en/people/kirsi-sandberg"><div color="--color-contact" class="CardTeaserList__StyledIconCornerUp-sc-h0opsi-4 TIJLw"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="5 24 0 24 0 0 18 0 18 5 5 5 5 24"></polygon></svg></div><div class="CardTeaserList__StyledContentWrapper-sc-h0opsi-1 bTNgWs"><div class="CardTeaserList__StyledImageWrapper-sc-h0opsi-3 cGRdBQ"><img alt="" loading="lazy" width="580" height="580" decoding="async" data-nimg="1" style="color:transparent" sizes="(max-width: 768px) 50vw, (min-width: 769px) 33vw" srcSet="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F4902.jpg%3Fitok%3DPi9n0Lxe&w=256&q=75 256w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F4902.jpg%3Fitok%3DPi9n0Lxe&w=384&q=75 384w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F4902.jpg%3Fitok%3DPi9n0Lxe&w=640&q=75 640w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F4902.jpg%3Fitok%3DPi9n0Lxe&w=750&q=75 750w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F4902.jpg%3Fitok%3DPi9n0Lxe&w=828&q=75 828w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F4902.jpg%3Fitok%3DPi9n0Lxe&w=1080&q=75 1080w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F4902.jpg%3Fitok%3DPi9n0Lxe&w=1200&q=75 1200w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F4902.jpg%3Fitok%3DPi9n0Lxe&w=1920&q=75 1920w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F4902.jpg%3Fitok%3DPi9n0Lxe&w=2048&q=75 2048w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F4902.jpg%3Fitok%3DPi9n0Lxe&w=3840&q=75 3840w" src="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F4902.jpg%3Fitok%3DPi9n0Lxe&w=3840&q=75"/></div><div class="CardTeaserList__StyledInfoWrapper-sc-h0opsi-2 hVqrta"><div class="CardTeaserList__StyledCardTeaserHeader-sc-h0opsi-5 ewNoPc"><h3 class="CardTeaserList__StyledTitle-sc-h0opsi-6 eKVWEG">Kirsi Sandberg</h3><div class="Organization__StyledOrganizationWrapper-sc-13nupo3-0 clAitr"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12,18a6,6,0,1,1,6-6A6,6,0,0,1,12,18ZM12,8a4,4,0,1,0,4,4A4,4,0,0,0,12,8Z"></path></svg><span class="OrganizationName__StyledOrganizationName-sc-1r0e2y9-0 cXeVRG organization-name">Tampere University</span></div></div><div class="CardTeaserList__StyledMetaContentWrapper-sc-h0opsi-9 dtknrD"><div class="CardTeaserMetaContent__StyledWrapper-sc-116rmwl-0 fkmFzj"><span class="CardTeaserMetaContent__StyledMetaContent-sc-116rmwl-1 jNYrCm"><p>Researcher</p><p>Faculty of Information Technology and Communication Sciences</p><span class="full">+358503454438</span><span class="full no-link"><span class="spamspan"><span class="u">kirsi.sandberg</span> [at] <span class="d">tuni.fi</span><span class="t"> (kirsi[dot]sandberg[at]tuni[dot]fi)</span></span></span></span></div></div><div class="CardTeaserList__StyledArrowRightWrapper-sc-h0opsi-10 ggIqun"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="13.41 2.59 10.59 5.41 15.17 10 2 10 2 14 15.17 14 10.59 18.59 13.41 21.41 22.83 12 13.41 2.59"></polygon></svg></div></div></div></a></div></div><div class="ProfileLiftup__StyledPersonWrapper-sc-5lt5gq-0 waPIo"><div class="CardTeaserList__StyledCardTeaserListWrapper-sc-h0opsi-0 eHfCqt"><a href="/en/people/elina-siren"><div color="--color-contact" class="CardTeaserList__StyledIconCornerUp-sc-h0opsi-4 TIJLw"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="5 24 0 24 0 0 18 0 18 5 5 5 5 24"></polygon></svg></div><div class="CardTeaserList__StyledContentWrapper-sc-h0opsi-1 bTNgWs"><div class="CardTeaserList__StyledImageWrapper-sc-h0opsi-3 cGRdBQ"><img alt="" loading="lazy" width="580" height="580" decoding="async" data-nimg="1" style="color:transparent" sizes="(max-width: 768px) 50vw, (min-width: 769px) 33vw" srcSet="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F6071.jpg%3Fitok%3D5tUW3IXK&w=256&q=75 256w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F6071.jpg%3Fitok%3D5tUW3IXK&w=384&q=75 384w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F6071.jpg%3Fitok%3D5tUW3IXK&w=640&q=75 640w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F6071.jpg%3Fitok%3D5tUW3IXK&w=750&q=75 750w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F6071.jpg%3Fitok%3D5tUW3IXK&w=828&q=75 828w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F6071.jpg%3Fitok%3D5tUW3IXK&w=1080&q=75 1080w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F6071.jpg%3Fitok%3D5tUW3IXK&w=1200&q=75 1200w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F6071.jpg%3Fitok%3D5tUW3IXK&w=1920&q=75 1920w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F6071.jpg%3Fitok%3D5tUW3IXK&w=2048&q=75 2048w, /_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F6071.jpg%3Fitok%3D5tUW3IXK&w=3840&q=75 3840w" src="/_next/image?url=https%3A%2F%2Fcontent-webapi.tuni.fi%2Fimage-style%2Fbase_square_lg%2Fproxy%2Fpublic%2Fprofile_pictures%2F6071.jpg%3Fitok%3D5tUW3IXK&w=3840&q=75"/></div><div class="CardTeaserList__StyledInfoWrapper-sc-h0opsi-2 hVqrta"><div class="CardTeaserList__StyledCardTeaserHeader-sc-h0opsi-5 ewNoPc"><h3 class="CardTeaserList__StyledTitle-sc-h0opsi-6 eKVWEG">Elina Siren</h3><div class="Organization__StyledOrganizationWrapper-sc-13nupo3-0 clAitr"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12,18a6,6,0,1,1,6-6A6,6,0,0,1,12,18ZM12,8a4,4,0,1,0,4,4A4,4,0,0,0,12,8Z"></path></svg><span class="OrganizationName__StyledOrganizationName-sc-1r0e2y9-0 cXeVRG organization-name">Tampere University</span></div></div><div class="CardTeaserList__StyledMetaContentWrapper-sc-h0opsi-9 dtknrD"><div class="CardTeaserMetaContent__StyledWrapper-sc-116rmwl-0 fkmFzj"><span class="CardTeaserMetaContent__StyledMetaContent-sc-116rmwl-1 jNYrCm"><p>Doctoral Researcher</p><p>Faculty of Built Environment</p><span class="full">+358503516622</span><span class="full no-link"><span class="spamspan"><span class="u">elina.siren</span> [at] <span class="d">tuni.fi</span><span class="t"> (elina[dot]siren[at]tuni[dot]fi)</span></span></span></span></div></div><div class="CardTeaserList__StyledArrowRightWrapper-sc-h0opsi-10 ggIqun"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="13.41 2.59 10.59 5.41 15.17 10 2 10 2 14 15.17 14 10.59 18.59 13.41 21.41 22.83 12 13.41 2.59"></polygon></svg></div></div></div></a></div></div></div></div><div class="LiftupField__StyledLiftupsWrapper-sc-kvxjnu-1 bkdqBl"><h2 id="paragraph-anchor--f5277791-f1a0-4177-9d11-1a90f21fbd0b" class="ProfileLiftup__StyledLiftupTitle-sc-5lt5gq-1 jdVGLI">Affiliated Members</h2><div mode="list" class="StyledElements__StyledGridModeWrapper-sc-1fo5kqa-0 jEtapx"><div class="ProfileLiftup__StyledPersonWrapper-sc-5lt5gq-0 waPIo"><div class="CardTeaserList__StyledCardTeaserListWrapper-sc-h0opsi-0 eHfCqt"><a href="/en/people/mark-vangils"><div color="--color-contact" class="CardTeaserList__StyledIconCornerUp-sc-h0opsi-4 TIJLw"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="5 24 0 24 0 0 18 0 18 5 5 5 5 24"></polygon></svg></div><div class="CardTeaserList__StyledContentWrapper-sc-h0opsi-1 bTNgWs"><div class="CardTeaserList__StyledInfoWrapper-sc-h0opsi-2 hVqrta"><div class="CardTeaserList__StyledCardTeaserHeader-sc-h0opsi-5 ewNoPc"><h3 class="CardTeaserList__StyledTitle-sc-h0opsi-6 eKVWEG">Mark van Gils</h3><div class="Organization__StyledOrganizationWrapper-sc-13nupo3-0 clAitr"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12,18a6,6,0,1,1,6-6A6,6,0,0,1,12,18ZM12,8a4,4,0,1,0,4,4A4,4,0,0,0,12,8Z"></path></svg><span class="OrganizationName__StyledOrganizationName-sc-1r0e2y9-0 cXeVRG organization-name">Tampere University</span></div></div><div class="CardTeaserList__StyledMetaContentWrapper-sc-h0opsi-9 dtknrD"><div class="CardTeaserMetaContent__StyledWrapper-sc-116rmwl-0 fkmFzj"><span class="CardTeaserMetaContent__StyledMetaContent-sc-116rmwl-1 jNYrCm"><p>Professor</p><p>Digital Healthcare</p><p>Faculty of Medicine and Health Technology</p><span class="full">+358504066610</span><span class="full no-link"><span class="spamspan"><span class="u">mark.vangils</span> [at] <span class="d">tuni.fi</span><span class="t"> (mark[dot]vangils[at]tuni[dot]fi)</span></span></span></span></div></div><div class="CardTeaserList__StyledArrowRightWrapper-sc-h0opsi-10 ggIqun"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="13.41 2.59 10.59 5.41 15.17 10 2 10 2 14 15.17 14 10.59 18.59 13.41 21.41 22.83 12 13.41 2.59"></polygon></svg></div></div></div></a></div></div><div class="ProfileLiftup__StyledPersonWrapper-sc-5lt5gq-0 waPIo"><div class="CardTeaserList__StyledCardTeaserListWrapper-sc-h0opsi-0 eHfCqt"><a href="/en/people/pekka-abrahamsson"><div color="--color-contact" class="CardTeaserList__StyledIconCornerUp-sc-h0opsi-4 TIJLw"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="5 24 0 24 0 0 18 0 18 5 5 5 5 24"></polygon></svg></div><div class="CardTeaserList__StyledContentWrapper-sc-h0opsi-1 bTNgWs"><div class="CardTeaserList__StyledInfoWrapper-sc-h0opsi-2 hVqrta"><div class="CardTeaserList__StyledCardTeaserHeader-sc-h0opsi-5 ewNoPc"><h3 class="CardTeaserList__StyledTitle-sc-h0opsi-6 eKVWEG">Pekka Abrahamsson</h3><div class="Organization__StyledOrganizationWrapper-sc-13nupo3-0 clAitr"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12,18a6,6,0,1,1,6-6A6,6,0,0,1,12,18ZM12,8a4,4,0,1,0,4,4A4,4,0,0,0,12,8Z"></path></svg><span class="OrganizationName__StyledOrganizationName-sc-1r0e2y9-0 cXeVRG organization-name">Tampere University</span></div></div><div class="CardTeaserList__StyledMetaContentWrapper-sc-h0opsi-9 dtknrD"><div class="CardTeaserMetaContent__StyledWrapper-sc-116rmwl-0 fkmFzj"><span class="CardTeaserMetaContent__StyledMetaContent-sc-116rmwl-1 jNYrCm"><p>Professor</p><p>ohjelmistotekniikka</p><p>Faculty of Information Technology and Communication Sciences</p><span class="full">+358405415929</span><span class="full no-link"><span class="spamspan"><span class="u">pekka.abrahamsson</span> [at] <span class="d">tuni.fi</span><span class="t"> (pekka[dot]abrahamsson[at]tuni[dot]fi)</span></span></span></span></div></div><div class="CardTeaserList__StyledArrowRightWrapper-sc-h0opsi-10 ggIqun"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="13.41 2.59 10.59 5.41 15.17 10 2 10 2 14 15.17 14 10.59 18.59 13.41 21.41 22.83 12 13.41 2.59"></polygon></svg></div></div></div></a></div></div><div class="ProfileLiftup__StyledPersonWrapper-sc-5lt5gq-0 waPIo"><div class="CardTeaserList__StyledCardTeaserListWrapper-sc-h0opsi-0 eHfCqt"><a href="/en/people/jonathon-taylor"><div color="--color-contact" class="CardTeaserList__StyledIconCornerUp-sc-h0opsi-4 TIJLw"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="5 24 0 24 0 0 18 0 18 5 5 5 5 24"></polygon></svg></div><div class="CardTeaserList__StyledContentWrapper-sc-h0opsi-1 bTNgWs"><div class="CardTeaserList__StyledInfoWrapper-sc-h0opsi-2 hVqrta"><div class="CardTeaserList__StyledCardTeaserHeader-sc-h0opsi-5 ewNoPc"><h3 class="CardTeaserList__StyledTitle-sc-h0opsi-6 eKVWEG">Jonathon Taylor</h3><div class="Organization__StyledOrganizationWrapper-sc-13nupo3-0 clAitr"><svg height="24" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12,18a6,6,0,1,1,6-6A6,6,0,0,1,12,18ZM12,8a4,4,0,1,0,4,4A4,4,0,0,0,12,8Z"></path></svg><span class="OrganizationName__StyledOrganizationName-sc-1r0e2y9-0 cXeVRG organization-name">Tampere University</span></div></div><div class="CardTeaserList__StyledMetaContentWrapper-sc-h0opsi-9 dtknrD"><div class="CardTeaserMetaContent__StyledWrapper-sc-116rmwl-0 fkmFzj"><span class="CardTeaserMetaContent__StyledMetaContent-sc-116rmwl-1 jNYrCm"><p>Associate Professor</p><p>Urban Physics</p><p>Faculty of Built Environment</p><span class="full">+358505914794</span><span class="full no-link"><span class="spamspan"><span class="u">jonathon.taylor</span> [at] <span class="d">tuni.fi</span><span class="t"> (jonathon[dot]taylor[at]tuni[dot]fi)</span></span></span></span></div></div><div class="CardTeaserList__StyledArrowRightWrapper-sc-h0opsi-10 ggIqun"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="13.41 2.59 10.59 5.41 15.17 10 2 10 2 14 15.17 14 10.59 18.59 13.41 21.41 22.83 12 13.41 2.59"></polygon></svg></div></div></div></a></div></div></div></div></div></div></div><div class="TabSwitcherContent__StyledContentWrapper-sc-1jk8vcg-0 hTXszZ tabbed-content" role="tabpanel" id="switcher-target-master-thesis-bank" aria-hidden="true" aria-label="Master Thesis Bank"><div class="ResearchGroupProjectsContent__StyledSwitcherContent-sc-hdzm3t-0 duDzPC"><div class="LiftupField__StyledLiftupsSection-sc-kvxjnu-0 hCOKMz"><div class="LiftupField__StyledLiftupsWrapper-sc-kvxjnu-1 bkdqBl"><div class="SimpleLiftup__StyledWrapper-sc-k4aav8-0 gHnCiP"><h2 id="paragraph-anchor--26b773d1-d60d-4bfa-bd0d-d6d0c3f122e3" class="SimpleLiftup__StyledParagraphTitle-sc-k4aav8-1 hpeYgD">Topics on network science, computational social science, complex systems</h2><div class="SimpleLiftup__StyledBody-sc-k4aav8-2 cymXya"><div class="SimpleLiftup__StyledParagraphWrapper-sc-k4aav8-3 fwcWNL"><div color="brand-purple" class="ContentBodyField__StyledBodyWrapper-sc-qn41hf-0 hyABeM"><p class="p1"><em>Contact: Gerardo Iñiguez, <span class="spamspan"><span class="u">gerardo.iniguez</span> [at] <span class="d">tuni.fi</span></span> </em></p><p class="p1"><strong>Universal behaviour in rank dynamics and other complex phenomena</strong></p><p class="p1">Many complex systems develop rankings of their elements that emerge from networked interactions. These rankings evolve according to system-dependent mechanisms of interaction and reflect the relevance of elements in performing a function in the system. By analysing ranking data on many social, biological, and economic systems, as well as simple models of rank dynamics, we will explore generic features of rank stability that allow us to model and predict patterns of ranking behaviour across a variety of complex systems.</p><p><em>G. Iñiguez et al. Dynamics of ranking. Nature Communications 13, 1646 (2022). DOI: </em><a href="https://doi.org/10.1038/s41467-022-29256-x"><em>https://doi.org/10.1038/s41467-022-29256-x</em></a><em>. arXiv: </em><a href="https://arxiv.org/abs/2104.13439"><em>https://arxiv.org/abs/2104.13439</em></a></p><p><em>J. A. Morales et al. Rank dynamics of word usage at multiple scales. Frontiers in Physics 6, 45 (2018). DOI: </em><a href="https://doi.org/10.3389/fphy.2018.00045"><em>https://doi.org/10.3389/fphy.2018.00045</em></a><em>. arXiv: </em><a href="https://arxiv.org/abs/1802.07258"><em>https://arxiv.org/abs/1802.07258</em></a></p><p><em>J. A. Morales et al. Generic temporal features of performance rankings in sports and games. EPJ Data Science 5, 33 (2016). DOI: </em><a href="https://doi.org/10.1140/epjds/s13688-016-0096-y"><em>https://doi.org/10.1140/epjds/s13688-016-0096-y</em></a><em>. arXiv: </em><a href="https://arxiv.org/abs/1606.04153"><em>https://arxiv.org/abs/1606.04153 </em></a></p><p class="p1"><strong>Underlying mechanisms of collective behaviour in social systems</strong></p><p class="p1">With dynamical systems analysis of simple models of social network evolution, we will estimate how much of the structure and dynamical patterns in friendship and communication networks is a result of underlying mechanisms of social interaction, explaining the rise of segregated groups in society, among other collective social phenomena. This will also allow us to infer attitudinal space embeddings for political social networks.</p><p><em>A. F. Peralta et al. Multidimensional political polarization in online social networks. Physical Review Research 6, 013170 (2024). DOI: </em><a href="https://doi.org/10.1103/PhysRevResearch.6.013170"><em>https://doi.org/10.1103/PhysRevResearch.6.013170</em></a><em>. arXiv: </em><a href="https://arxiv.org/abs/2305.02941"><em>https://arxiv.org/abs/2305.02941</em></a></p><p><em>G. Iñiguez et al. Universal patterns in egocentric communication networks. Nature Communications 14, 5217 (2023). DOI: </em><a href="https://doi.org/10.1038/s41467-023-40888-5"><em>https://doi.org/10.1038/s41467-023-40888-5</em></a><em>. arXIv: </em><a href="https://arxiv.org/abs/2302.13972"><em>https://arxiv.org/abs/2302.13972</em></a></p><p><em>A. Asikainen et al. Cumulative effects of triadic closure and homophily in social networks. Science Advances 6, eaax7310 (2020). DOI: </em><a href="https://doi.org/10.1126/sciadv.aax7310"><em>https://doi.org/10.1126/sciadv.aax7310</em></a><em>. arXiv: </em><a href="https://arxiv.org/abs/1809.06057"><em>https://arxiv.org/abs/1809.06057</em></a> </p><p class="p1"><strong>Uncovering the temporal evolution on/of techno-social networks </strong></p><p class="p1">We will use large-scale data from online social platforms to study and predict the temporal evolution of social contagion processes and cascading behaviour related to the use of innovations and new digital markets. By considering data features like weighted or multiplex social interactions, product competition, and temporal social networks, we will aim at increasing the explanatory and predictability power of models of temporal networks, information diffusion, and social contagion. </p><p><em>S. Unicomb et al. Dynamics of cascades on burstiness-controlled temporal networks. Nature Communications 12, 133 (2020). DOI: </em><a href="https://doi.org/10.1038/s41467-020-20398-4"><em>https://doi.org/10.1038/s41467-020-20398-4</em></a><em>. arXiv: </em><a href="https://arxiv.org/abs/2007.06223"><em>https://arxiv.org/abs/2007.06223</em></a></p><p><em>S. Unicomb et al. Threshold driven contagion on weighted networks. Scientific Reports 8, 3094 (2018). DOI: </em><a href="https://doi.org/10.1038/s41598-018-21261-9"><em>https://doi.org/10.1038/s41598-018-21261-9</em></a><em>. arXiv: </em><a href="https://arxiv.org/abs/1707.02185"><em>https://arxiv.org/abs/1707.02185</em></a></p><p><em>Z. Ruan et al. Kinetics of social contagion. Physical Review Letters 115, 218702 (2015). DOI: </em><a href="http://dx.doi.org/10.1103/PhysRevLett.115.218702"><em>http://dx.doi.org/10.1103/PhysRevLett.115.218702</em></a><em>. arXiv: </em><a href="https://arxiv.org/abs/1506.00251"><em>https://arxiv.org/abs/1506.00251</em></a></p><p class="p1"><strong>Opinion formation, algorithmic bias, and deception on coevolving social networks</strong></p><p class="p1">Opinions synthesise our perceptions and the knowledge we have of the external world, other people, and ourselves. To better understand the impact opinions have on social interactions and decision-making, we will explore data from small controlled experiments and analyse idealised models of opinion formation, deception, and network change, potentially under the effect of algorithmic bias, letting us gauge how opinions influence the structure and dynamics of off- and online society. </p><p><em>A. F. Peralta et al. The effect of algorithmic bias and network structure on coexistence, consensus, and polarization of opinions. Physical Review E 104, 044312 (2021). DOI: </em><a href="https://doi.org/10.1103/PhysRevE.104.044312"><em>https://doi.org/10.1103/PhysRevE.104.044312</em></a><em>. arXiv: </em><a href="https://arxiv.org/abs/2105.07703"><em>https://arxiv.org/abs/2105.07703</em></a></p><p><em>G. Iñiguez et al. Effects of deception in social networks. Proceedings of the Royal Society B 281, 20141195 (2014). DOI: </em><a href="http://dx.doi.org/10.1098/rspb.2014.1195"><em>http://dx.doi.org/10.1098/rspb.2014.1195</em></a><em>. arXiv: </em><a href="https://arxiv.org/abs/1406.0673"><em>https://arxiv.org/abs/1406.0673</em></a></p><p><em>G. Iñiguez et al. Opinion and community formation in coevolving networks. Physical Review E 80, 066119 (2009). DOI: </em><a href="http://link.aps.org/doi/10.1103/PhysRevE.80.066119"><em>http://link.aps.org/doi/10.1103/PhysRevE.80.066119</em></a><em>. arXiv: </em><a href="https://arxiv.org/abs/0908.1068v2"><em>https://arxiv.org/abs/0908.1068v2</em></a></p></div></div></div></div></div><div class="LiftupField__StyledLiftupsWrapper-sc-kvxjnu-1 bkdqBl"><div class="SimpleLiftup__StyledWrapper-sc-k4aav8-0 gHnCiP"><h2 id="paragraph-anchor--48e95bee-c5a6-4ab6-b4d0-bc025628c3f7" class="SimpleLiftup__StyledParagraphTitle-sc-k4aav8-1 hpeYgD">Topics on Urban Physics</h2><div class="SimpleLiftup__StyledBody-sc-k4aav8-2 cymXya"><div class="SimpleLiftup__StyledParagraphWrapper-sc-k4aav8-3 fwcWNL"><div color="brand-purple" class="ContentBodyField__StyledBodyWrapper-sc-qn41hf-0 hyABeM"><p><em>Contact: Jonathon Taylor, <span class="spamspan"><span class="u">jonathon.taylor</span> [at] <span class="d">tuni.fi</span></span></em></p><p><strong>Image processing and analysis for building energy and climate adaptation modelling.</strong></p><p>Building physics models can be used to simulate the energy and climate resilience of a building, which is essential to understand how we can adapt our buildings to be more resilient to the future climate and energy efficient. However, most studies in Finland rely on example case study buildings, or example buildings which do not represent the true range of the building stock. This proposal seeks to scrape floorplan data from real estate websites (for example Etuovi), vectorise the floorplans, and classify rooms according to their type. It will then explore intelligent/AI ways to aggregate floorplans into a representative ‘average’ buildings that we can use for simulations</p><p><strong>Using distributed networks of low cost citizen science sensors to identify exposures to environmental hazards.</strong></p><p>The growth of IoT-connected sensor devices (e.g. <a href="https://weathermap.netatmo.com/">Netatmo</a> personal weather stations or <a href="https://maps.sensor.community/#3/40.00/15.00">low cost air pollution sensors</a>) means there is now vast amounts of citizen-acquired data on environmental conditions in cities for a more dense network that the official stations we have normally relied on. This big data can reveal information on how we can design our urban environments to be more healthy and climate-resilient, detect sudden events like fires, and understand environmental risks in cities (e.g. Taylor et al, 2024). But the data is vast and can be very messy and unreliable. This project would use this big data to clean and help identify, e.g signals in this data that can help us answer important questions about our cities.</p><p><em>Taylor, J., et al (2024). The potential of urban trees to reduce heat-related mortality in London. Environmental research letters, 19(5), 054004.</em></p><p><strong>Household air pollution data aggregation and Bayesian hierarchical modelling</strong></p><p>Air pollution from the household burning of polluting fuels (such as solid wood, coal, etc) is estimated to lead to over 3 million premature deaths worldwide every year. However, these estimates, from for example the World Health Organisation, are limited because they only consider exposures to those burning the fuels, not the wider population – for example those who do not burn these fuels, but breathe the polluted air from them (e.g. Mohajeri et al, 2023). This topic will use a database of aggregated research studies, link them to the nearest measurement station, and develop a Bayesian Hierarchical model for household air pollution exposure. Alternative calculations will examine how much this exposure could be reduced if populations switched to cleaner fuels.</p><p><em>Mohajeri, N., et al. (2023). Urban–rural disparity in global estimation of PM2· 5 household air pollution and its attributable health burden. The Lancet Planetary Health, 7(8), e660-e672.</em></p><p><strong>Urban greenery in Finnish Cities</strong></p><p>Greenspace in cities have proven benefits for the environment, such as storing and sequestering carbon, potentially reducing air pollution, and lowering heat exposures. They also provide mental health benefits for residents. Studies into urban greenspace can often rely on satellite imagery or city surveys of public property. But what about what we actually see from the ground? What is the greenest city in Finland? What is the greyest? This project would assess greenery in Finnish cities using streetview imagery (e.g. Lu et al, 2023) helping to understand the availability and different types of greenspace.</p><p><em>Lu, Y., et al. (2023). Assessing urban greenery by harvesting street view data: A review. Urban Forestry & Urban Greening, 83, 127917.</em></p></div></div></div></div></div><div class="LiftupField__StyledLiftupsWrapper-sc-kvxjnu-1 bkdqBl"><div class="SimpleLiftup__StyledWrapper-sc-k4aav8-0 gHnCiP"><h2 id="paragraph-anchor--69247051-0b39-468d-9b6f-4cecfc543987" class="SimpleLiftup__StyledParagraphTitle-sc-k4aav8-1 hpeYgD">Topics on Recommendation Systems </h2><div class="SimpleLiftup__StyledBody-sc-k4aav8-2 cymXya"><div class="SimpleLiftup__StyledParagraphWrapper-sc-k4aav8-3 fwcWNL"><div color="brand-purple" class="ContentBodyField__StyledBodyWrapper-sc-qn41hf-0 hyABeM"><p dir="ltr"><em>Contact: Kostas Stefanidis, <span class="spamspan"><span class="u">konstantinos.stefanidis</span> [at] <span class="d">tuni.fi</span></span></em></p><p dir="ltr"><strong>Explanations for Different Stakeholders </strong></p><p dir="ltr">Unexpected (either existing or missing) and/or unjustified recommendations may frustrate the users and can be detrimental to their trust and loyalty to the recommender system (RS). Explainable RS share a piece of information from the system with users, so that they understand how/why the recommendation was computed. This information is commonly called an explanation and can either be 1) system-agnostic and data-specific information (e.g., user/item characteristics, previous actions), or 2) system-specific information (e.g., a set of rules in a rule-based decision system). At the same time, different stakeholders (e.g., consumers, producers, or system administrators) require different levels of detail in the explanations. For example, consumers can be satisfied with more general explanations, while system administrators require detailed model-specific ones. </p><p dir="ltr"><strong>Tasks: </strong>Design an Explainable RS that is able to provide explanations to different stakeholders based on their roles. Explanations for different stakeholders can be one of but not limited to the following: </p><p dir="ltr">Consumer: Model-agnostic - Explanations may include which previous actions of the consumer caused the recommendation to be received. (Counterfactual Explanations) [3,4]. Model-specific (user-based Collaborative Filtering) - Analysis of what other similar users to the consumer preferred and why the recommendation was generated [2]. </p><p dir="ltr">Producer: Explanations for producers may include 1) which users prefer their products, 2) the product’s exposure to the consumers, 3) the differences between the product’s interested consumers and a specific user, and 4) statistics about their products (ratings received, positive-negative feedback, exposure).</p><p dir="ltr">System Administrator: Detailed explanations about the specific model variables that were the cause for the recommendation in question [1]. </p><p dir="ltr"><em>[1] M. Stratigi et al. Why-not questions & explanations for collaborative filtering. In Web Information Systems Engineering – WISE 2020. </em></p><p dir="ltr"><em>[2] Y. Zhang and X. Chen. Explainable Recommendation: A Survey and New Perspectives. Found. Trends Inf. Retr. 14(1): 1-101 (2020). </em></p><p dir="ltr"><em>[3] V. Kaffes et al. Model-agnostic counterfactual explanations of recommendations. In Proceedings of the 29th ACM conference on user modeling, adaptation and personalization, 2021. </em></p><p dir="ltr"><em>[4] J. Tan et al. Counterfactual explainable recommendation. In Proceedings of the 30th ACM International Conference on Information & Knowledge Management – CIKM 2021. </em></p><p dir="ltr"><strong>Identify and Explain Bias in Recommendation Systems</strong></p><p dir="ltr">Recommendation systems (RS) can strongly influence the information we see online, e.g., on social media, and thus impact our beliefs, decisions, and actions. At the same time, these systems can create substantial business value for different shareholders. Given the growing potential impact of such systems on individuals, organizations, and society, questions of fairness have gained increased attention in recent years. </p><p dir="ltr"><strong>Tasks</strong>: Employ a state-of-the-art recommendation system, identify the bias present in it, and provide a consumer-friendly explanation of its origins.</p><p dir="ltr">Identify bias: Biases in RS are typically divided into data bias and model bias. </p><ol><li dir="ltr">Data bias can come from data generation, collection, storage, etc. </li><li dir="ltr">Model bias can arise from biases in model designing, training, and evaluating processes, such as the biased model architecture, improper use of specific optimization methods or estimators, and inappropriate benchmarks. </li></ol><p dir="ltr">Provide explanations: After identifying the bias, provide a user-friendly explanation about its origin. </p><p dir="ltr"><em>E. Pitoura, K. Stefanidis and G. Koutrika. Fairness in Rankings and Recommendations: An Overview. The VLDB Journal, 2022.</em></p><p dir="ltr"><em>Yongfeng Zhang and Xu Chen. Explainable Recommendation: A Survey and New Perspectives. Found. Trends Inf. Retr. 14(1): 1-101 (2020)</em></p><p dir="ltr"><em>Li, Yunqi, et al. Fairness in recommendation: Foundations, methods, and applications. ACM Transactions on Intelligent Systems and Technology 14.5 (2023).</em></p><p dir="ltr"><em>Harini Suresh and John V Guttag. 2019. A framework for understanding unintended consequences of machine learning. arXiv preprint arXiv:1901.10002 2.</em></p><p dir="ltr"><em>Alessandro Castelnovo, Riccardo Crupi, Greta Greco, Daniele Regoli, Ilaria Giuseppina Penco, and Andrea Claudio Cosentini. 2022. A clarification of the nuances in the fairness metrics landscape. Scientific Reports 12, 1.</em></p><p class="p2"><strong>Personalized summaries using LLMs and RAGs </strong></p><p class="p2">There have been several works focusing on summarizing knowledge graphs. However, the development of Large Language Models (LLMs) and Retrieval-Augmented Generation (RAG) frameworks, leaves an unexplored direction on how these novel AI techniques could be combined with existing works to increase the quality of the generated graph summary and potentially make it personalized. Further, the interrelation of textual summary with a summary graph is currently unexplored and could be further investigated.</p><p class="p2"><em>Giannis Vassiliou, Nikolaos Papadakis, Haridimos Kondylakis: SummaryGPT: Leveraging ChatGPT for Summarizing Knowledge Graphs. ESWC (Satellite Events) 2023: 164-168</em></p><p class="p2"><em>Sejla Cebiric et al. Summarizing semantic graphs: A Survey. VLDB J. 28(3): 295-327 (2019)</em></p></div></div></div></div></div><div class="LiftupField__StyledLiftupsWrapper-sc-kvxjnu-1 bkdqBl"><div class="SimpleLiftup__StyledWrapper-sc-k4aav8-0 gHnCiP"><h2 id="paragraph-anchor--6e98b52c-72f1-4d40-b744-80c9a7e88819" class="SimpleLiftup__StyledParagraphTitle-sc-k4aav8-1 hpeYgD">Topics on Data Analytics Applications in Agriculture and Health Technology</h2><div class="SimpleLiftup__StyledBody-sc-k4aav8-2 cymXya"><div class="SimpleLiftup__StyledParagraphWrapper-sc-k4aav8-3 fwcWNL"><div color="brand-purple" class="ContentBodyField__StyledBodyWrapper-sc-qn41hf-0 hyABeM"><p><em>Contact: Tarmo Lipping, <span class="spamspan"><span class="u">tarmo.lipping</span> [at] <span class="d">tuni.fi</span></span> </em></p><p class="p1"><strong>Recording and analysis of physiological data in real-life environment </strong></p><p class="p1"><em>1. Brain Computer Interfaces using consumer-oriented EEG devices</em></p><p>The thesis project will involve developing an environment of realt-time analysis of EEG signal. The signal will be obtained using a consumer-oriented device such as MUSE headband, for example. The analysis results will be used to control an external environment such as a computer game, robotic arm or music generation software. Also, interface between brain function and generative AI models can be considered. The specific setup for the experiments will be determined at the beginning of the project. The work is related to the EHEÄ (Well-being, vitality and smart services through experience production and technology), LuovAIn! (http://luovain.ai) and MindFlow (https://www.tuni.fi/en/research/mindflow-measuring-flow-state) projects of the DAO <br>research group. </p><p><em>2. Assessing inter-subject brainwave synchronization during joint tasks</em></p><p>There is a lot of evidence that if two or more subjects are engaged in joint activity, their brainwaves get synchronized. These kind of recordings are called hyperscanning. We have previously collected some hyperscanning data using the MUSE and g.tec Unicorn devices. The thesis project will involve carrying out a more systematic data collection in hyperscanning setting. The more specific tasks and research questions will be determined at the beginning of the thesis project. The project will also deal with testing and evaluating methods to detect synchronization in time series. </p><p><em>3. Assessment of the physiological effects of cultural and recreational interventions</em></p><p>It is commonly accepted that cultural experiences have positive impact on mental well-being and recovery from stress. However, evidence to support this claim is still lacking. The thesis project will involve designing and implementing a body sensory system tailored for the assessment physiological effects of cultural experiences. In addition, the project may deal with using physiological data to augment cultural experiences by, e.g., using performers' physilogical data in controlling visual or audiotory environment during cultural performance. A specific experimental setup, determined at the beginning of the thesis project will be used. Thesis project will involve data recording and preliminari analysis.</p><p><em>Related references:</em></p><p><em>Beiramvand, M, Shahbakhti, M, Karttunen, N, Koivula, R, Turunen, J & Lipping, T 2024, 'Assessment of Mental Workload Using a Transformer Network and Two Prefrontal EEG Channels: An Unparameterized Approach', IEEE Transactions on Instrumentation and Measurement. https://doi.org/10.1109/TIM.2024.3395312</em></p><p><em>T. Lipping and M. Beiramvand, "Assessment of Mental Workload in Real-Life Setup using EEG Synchronization Measures," 2024 IEEE International Workshop on Metrology for Industry 4.0 & IoT (MetroInd4.0 & IoT), Firenze, Italy, 2024, pp. 412-416, doi: 10.1109/MetroInd4.0IoT61288.2024.10584156.</em></p><p><em>Beiram Vand, M, Shahbakhti, M & Lipping, T 2023, Cross-Entropy-Based Assessment of Mental Workloads Using Two Prefrontal EEG Channels. In 2023 IEEE EMBS Special Topic Conference on Data Science and Engineering in Healthcare, Medicine and Biology. IEEE, pp. 49-50, International Conference on Data Science and Engineering in Healthcare, Medicine & Biology, St. Julians, Malta, 7/12/23. https://doi.org/10.1109/IEEECONF58974.2023.10404709</em></p><p><em>Hakim, U. et al. 2023 'Quantification of inter-brain coupling: A review of current methods used in haemodynamic and electrophysiological hyperscanning studies. NeuroImage, vol 280, 120354, </em><a href="https://doi.org/10.1016/j.neuroimage.2023.120354"><em>https://doi.org/10.1016/j.neuroimage.2023.120354</em></a><em> </em></p><p><strong>Applied machine learning, computational models and statistics in agriculture </strong></p><p><em>1. Remote sensing data in crop field characterization and zoning</em></p><p>Crop fields are monitored using remote sensing observations, often from satellites and drones. These result in multiband images with varying spatial and spectral resolutions. Using these images we can follow the progression of the growing season, identify differences within and between crop fields and <br>identify patterns and anomalies. Find ways to divide fields into meaningful zones based on remote sensing images and other relevant data sources, to support field activities for precision field management and targeted information gathering.</p><p><em>2. Topological Data Analysis in Agriculture</em></p><p>Topological Data Analysis (TDA) is an emerging set of tools for analysing complex, multi-dimensional data. TDA has solid mathematical foundations and an existing set of mature software tools, yet it has not yet widely been used with agricultural data. Explore the capabilities of TDA with agricultural datasets such as remote sensing imagery, in extracting meaningful features with predictive power. Demonstrate how to use TDA as a standalone data analysis tool or how to combine it together with existing machine learning methods in solving practical problems.</p><p><em>3. Simulation models for crop growth</em></p><p>Dynamic crop models represent the growth process of a plant from seeding to maturity. These kind of models aim to encode scientific knowledge about the relevant natural processes, allowing us to explain and predict the growing behavior, given the environmental conditions during the season. Process models typically need to be calibrated to local conditions and their behavior analysed statistically, due to the many uncertainties involved. Analyze and calibrate the behavior and results of crop growth models using statistical methods such as Monte carlo simulations and sensitivity analysis, to support tasks such as biomass estimation and irrigation planning.<br> </p><p> </p></div></div></div></div></div></div></div></div><div class="TabSwitcherContent__StyledContentWrapper-sc-1jk8vcg-0 hTXszZ tabbed-content" role="tabpanel" id="switcher-target-news" aria-hidden="true" aria-label="News"><div class="ResearchGroupContactsContent__StyledSwitcherContent-sc-a6cevg-0 dDGCAH"><div class="LiftupField__StyledLiftupsSection-sc-kvxjnu-0 hCOKMz"><div class="LiftupField__StyledLiftupsWrapper-sc-kvxjnu-1 bkdqBl"><div class="AccordionCollectionLiftup__StyledAccordionCollectionWrapper-sc-1ltespa-0 Bocty"><div class="AccordionCollectionLiftup__StyledParagraphWrapper-sc-1ltespa-1 fwLNKR"><h2 id="paragraph-anchor--dc62d123-37b7-46c5-a56d-9a1d0cd3183a" class="AccordionCollectionLiftup__StyledAccordionCollectionTitle-sc-1ltespa-2 dnxalh">[Seminar] FALCON - Fast and Efficient Learned Compression: Experience, and Research Highlights from MSCA Fellowship</h2><div class="AccordionExpander__StyledAccordionWrapper-sc-eug7x3-0 biZqFd"><button aria-expanded="false" aria-controls="expander-target--522060 " id="expander-trigger--522060" class="AccordionExpander__StyledAccordionTogglerWrapper-sc-eug7x3-1 iDfXZO"><h3 class="AccordionExpander__StyledAccordionSmallerTitle-sc-eug7x3-2 bUWoWf">[Seminar] FALCON - Fast and Efficient Learned Compression: Experience, and Research Highlights from MSCA Fellowship</h3><div class="AccordionExpander__StyledAccordionIcon-sc-eug7x3-4 emiBbE"><svg aria-hidden="true" width="16" height="16" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="12 18.12 2.94 9.06 5.06 6.94 12 13.88 18.94 6.94 21.06 9.06 12 18.12"></polygon></svg><p class="visually-hidden">Show</p></div></button></div></div></div></div><div class="LiftupField__StyledLiftupsWrapper-sc-kvxjnu-1 bkdqBl"><div color="port-gore" class="StoryAndLinkLiftup__StyledWrapper-sc-cjjnl3-0 iyGdqd"><div class="StoryAndLinkLiftup__StyledColumn-sc-cjjnl3-1 jeYGUO"></div><div class="StoryAndLinkLiftup__StyledColumn-sc-cjjnl3-1 jeYGUO"><div class="StoryAndLinkLiftup__StyledInfoSection-sc-cjjnl3-2 epUQMZ"><h2 id="paragraph-anchor--40600f0a-a3d6-4e46-b11c-9e91228f382c">Data Science Research Centre Opening</h2><div class="StoryAndLinkLiftup__StyledContainer-sc-cjjnl3-7 jFljen"><p class="StoryAndLinkLiftup__StyledText-sc-cjjnl3-4 cLprnr"> We will have the Opening of the Data Science Research Centre at Tietotalo, at the working cafe TC428! 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2.615-2.17l-4.287-11.92h2.811l2.923 8.798 3.022-8.798H259l-4.47 12.345zM11 36h13v5H11v-5zm23 5v19h-5V36h18v5H34zm19-5l5 .056V51.53c0 7.551-3.055 14.793-8.494 20.132C44.068 77.001 36.691 80 29 80v-5c6.302-.004 12.343-2.643 16.794-7.023 4.45-4.38 7.217-10.317 7.206-16.504V36zM24 5.298C13.083 7.717 5.337 17.153 5.333 28.038V41H0V28.038C.008 14.292 10.097 2.505 24 0v5.298z"></path></svg><span class="visually-hidden">Tampere university / Tampere university of applied sciences</span></a></div><div class="Footer__StyledFooterInfo-sc-wcmxe7-2 kkqVMT"><div class="Footer__StyledDescription-sc-wcmxe7-3 OlPsL"><p>Tampere University and Tampere University of Applied Sciences (TAMK) constitute the Tampere Universities community. Our areas of priority in research and education are technology, health and society.<br/><br/>Tampere University: +358 (0)294 5211<br/>Tampere University of Applied Sciences : +358 (0)294 5222</p></div><div class="Footer__StyledLinkWrapper-sc-wcmxe7-5 fcGeIK"><nav><ul><li><div color="white" class="LinkWithIcon__StyledLinkWrapper-sc-1yd8gkn-0 dpFaIQ"><a href="/en/about-us/contact-us"><svg height="21" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="13.41 2.59 10.59 5.41 15.17 10 2 10 2 14 15.17 14 10.59 18.59 13.41 21.41 22.83 12 13.41 2.59"></polygon></svg><span>Contact</span></a></div></li><li><div color="white" class="LinkWithIcon__StyledLinkWrapper-sc-1yd8gkn-0 dpFaIQ"><a href="/en/search?search_type=people"><svg height="21" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="13.41 2.59 10.59 5.41 15.17 10 2 10 2 14 15.17 14 10.59 18.59 13.41 21.41 22.83 12 13.41 2.59"></polygon></svg><span>People search</span></a></div></li><li><div color="white" class="LinkWithIcon__StyledLinkWrapper-sc-1yd8gkn-0 dpFaIQ"><a href="/en/about-us/data-protection"><svg height="21" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="13.41 2.59 10.59 5.41 15.17 10 2 10 2 14 15.17 14 10.59 18.59 13.41 21.41 22.83 12 13.41 2.59"></polygon></svg><span>Data protection</span></a></div></li><li><div color="white" class="LinkWithIcon__StyledLinkWrapper-sc-1yd8gkn-0 dpFaIQ"><a href="/en/about-us/web-accessibility-statement-tampere-universities"><svg height="21" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="13.41 2.59 10.59 5.41 15.17 10 2 10 2 14 15.17 14 10.59 18.59 13.41 21.41 22.83 12 13.41 2.59"></polygon></svg><span>Accessibility evaluation report</span></a></div></li><li><div color="white" class="LinkWithIcon__StyledLinkWrapper-sc-1yd8gkn-0 dpFaIQ"><a href="/en/electronic-services"><svg height="21" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="13.41 2.59 10.59 5.41 15.17 10 2 10 2 14 15.17 14 10.59 18.59 13.41 21.41 22.83 12 13.41 2.59"></polygon></svg><span>Electronic services</span></a></div></li><li><div color="white" class="LinkWithIcon__StyledLinkWrapper-sc-1yd8gkn-0 dpFaIQ"><a href="https://www.tuni.fi/studentsguide" rel="noreferrer"><svg height="21" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="13.41 2.59 10.59 5.41 15.17 10 2 10 2 14 15.17 14 10.59 18.59 13.41 21.41 22.83 12 13.41 2.59"></polygon></svg><span>Student's Guide</span></a></div></li><li><div color="white" class="LinkWithIcon__StyledLinkWrapper-sc-1yd8gkn-0 dpFaIQ"><a href="https://intra.tuni.fi/en" rel="noreferrer"><svg height="21" width="24" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="13.41 2.59 10.59 5.41 15.17 10 2 10 2 14 15.17 14 10.59 18.59 13.41 21.41 22.83 12 13.41 2.59"></polygon></svg><span>Intranet of the Tampere Universities community</span></a></div></li><li><button class="Footer__StyledButton-sc-wcmxe7-6 bjhQlA"><svg height="21" width="24" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><polygon points="13.41 2.59 10.59 5.41 15.17 10 2 10 2 14 15.17 14 10.59 18.59 13.41 21.41 22.83 12 13.41 2.59"></polygon></svg><span>Cookie settings</span></button></li></ul></nav></div></div></div></footer></div><script id="__NEXT_DATA__" type="application/json">{"props":{"pageProps":{"entity":{"id":46759,"uuid":"812dfbac-7982-4bdb-9d30-7c91910beae4","updated":"1731352083","bundle":"research_group","published":true,"title":"Data Science Research Centre","created":"1680017178","langcode":"en","url_name":"/en/research/data-science-research-centre","url_name_translation":null,"field_content_contacts":[{"bundle":"accordion_box","id":"522061","uuid":"dc62d123-37b7-46c5-a56d-9a1d0cd3183a","title":"[Seminar] FALCON - Fast and Efficient Learned Compression: Experience, and Research Highlights from MSCA Fellowship","accordion":[{"id":"522060","title":"[Seminar] FALCON - Fast and Efficient Learned Compression: Experience, and Research Highlights from MSCA Fellowship","body":{"raw":"\u003cp\u003e\u003cstrong\u003eWhen\u003c/strong\u003e: November 28, 2024 at\u0026nbsp;1pm\u003cbr\u003e\u003cstrong\u003eWhere\u003c/strong\u003e: Hervanta, Tietotalo, TC428 - Working cafe\u003c/p\u003e\u003cp\u003e\u003cstrong\u003eWho\u003c/strong\u003e: Farhad Pakdaman\u003cbr\u003e\u003cstrong\u003eTitle\u003c/strong\u003e: FALCON - Fast and Efficient Learned Compression: Experience, and Research Highlights from MSCA Fellowship\u003c/p\u003e\u003cp\u003e\u003cstrong\u003eAbstract\u003c/strong\u003e: Learned Compression is\u0026nbsp;a new trend in image and video coding, which replaced the traditional codec pipeline with neural networks. 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class=\"spamspan\"\u003e\u003cspan class=\"u\"\u003epekka.abrahamsson\u003c/span\u003e [at] \u003cspan class=\"d\"\u003etuni.fi\u003c/span\u003e\u003cspan class=\"t\"\u003e (pekka[dot]abrahamsson[at]tuni[dot]fi)\u003c/span\u003e\u003c/span\u003e","field_orcid_id":"0000-0002-4360-2226","field_profile_card":[{"field_twitter":null,"field_linkedin":null,"field_facebook":null,"__typename":"UserEntityProfileCard"}],"field_content_owner":"1","__typename":"UserEntity"},"__typename":"EntityReferenceField"}],"__typename":"PersonProfile"},{"profile_description":null,"profile":[{"content":{"id":55880,"uuid":"540febe9-18b6-4233-9ad5-654d9d96abbb","created":"1582896233","updated":"1713654012","bundle":"user","langcode":"en","published":true,"title":"Jonathon Taylor","highlight":"","url_name":"/en/people/jonathon-taylor","field_first_name":"Jonathon","field_last_name":"Taylor","field_profile_picture":[{"alt":"","image_styles":{"base_square_lg":"https://content-webapi.tuni.fi/image-style/base_square_lg/proxy/restricted/profile_pictures/2626_1.jpg?itok=nC7iqTop","landscape":"https://content-webapi.tuni.fi/image-style/landscape/proxy/restricted/profile_pictures/2626_1.jpg?itok=nyxTHYi4","__typename":"ImageStyles"},"__typename":"ImageField"}],"field_profile_picture_privacy":"restricted","field_contact_card":[{"bundle":"staff","main_site_default_card":1,"field_campus":[{"title":"Hervanta Campus","campus_url":"https://www.tuni.fi/en/about-us/hervanta-campus-hub-science-technology-and-collaboration","__typename":"campusTermField"}],"field_job_title":"Associate Professor","field_job_title_additional":"Urban Physics","field_job_title_addtl_override":null,"field_organisation_unit":[{"title":"Faculty of Built Environment","__typename":"EntityReferenceField"}],"field_phone_number":"+358505914794","field_phone_number_extra":null,"field_organisation_sub_unit":[{"title":"Civil Engineering","__typename":"EntityReferenceField"}],"__typename":"UserEntityContactCard"},{"bundle":"student","main_site_default_card":0,"field_campus":null,"field_job_title":null,"field_job_title_additional":null,"field_job_title_addtl_override":null,"field_organisation_unit":null,"field_phone_number":null,"field_phone_number_extra":null,"field_organisation_sub_unit":null,"__typename":"UserEntityContactCard"}],"default_contact_card":{"bundle":"staff","main_site_default_card":1,"field_campus":[{"title":"Hervanta Campus","campus_url":"https://www.tuni.fi/en/about-us/hervanta-campus-hub-science-technology-and-collaboration","__typename":"campusTermField"}],"field_job_title":"Associate Professor","field_job_title_additional":"Urban Physics","field_job_title_addtl_override":null,"field_organisation_unit":[{"title":"Faculty of Built Environment","__typename":"EntityReferenceField"}],"field_phone_number":"+358505914794","field_phone_number_extra":null,"field_organisation_sub_unit":[{"title":"Civil Engineering","__typename":"EntityReferenceField"}],"__typename":"UserEntityContactCard"},"field_targeting":[{"university":[{"title":"Tampere University","machine_name":"uni","__typename":"TargetingTerm"}],"__typename":"TargetingSet"},{"university":[{"title":"Tampere University","machine_name":"uni","__typename":"TargetingTerm"}],"__typename":"TargetingSet"}],"email":"jonathon.taylor@tuni.fi","field_display_email":"\u003cspan class=\"spamspan\"\u003e\u003cspan class=\"u\"\u003ejonathon.taylor\u003c/span\u003e [at] \u003cspan class=\"d\"\u003etuni.fi\u003c/span\u003e\u003cspan class=\"t\"\u003e (jonathon[dot]taylor[at]tuni[dot]fi)\u003c/span\u003e\u003c/span\u003e","field_orcid_id":"0000-0003-3485-1404","field_profile_card":[{"field_twitter":null,"field_linkedin":null,"field_facebook":null,"__typename":"UserEntityProfileCard"},{"field_twitter":null,"field_linkedin":null,"field_facebook":null,"__typename":"UserEntityProfileCard"}],"field_content_owner":"1","__typename":"UserEntity"},"__typename":"EntityReferenceField"}],"__typename":"PersonProfile"}],"__typename":"ProfileParagraph"}],"field_content_projects":[{"bundle":"simple_content","id":"518032","uuid":"26b773d1-d60d-4bfa-bd0d-d6d0c3f122e3","title":"Topics on network science, computational social science, complex systems","body":{"raw":"\u003cp class=\"p1\"\u003e\u003cem\u003eContact: Gerardo Iñiguez, \u003cspan class=\"spamspan\"\u003e\u003cspan class=\"u\"\u003egerardo.iniguez\u003c/span\u003e [at] \u003cspan class=\"d\"\u003etuni.fi\u003c/span\u003e\u003c/span\u003e \u003c/em\u003e\u003c/p\u003e\u003cp class=\"p1\"\u003e\u003cstrong\u003eUniversal behaviour in rank dynamics and other complex phenomena\u003c/strong\u003e\u003c/p\u003e\u003cp class=\"p1\"\u003eMany complex systems develop rankings of their elements that emerge from networked interactions. These rankings evolve according to system-dependent mechanisms of interaction and reflect the relevance of elements in performing a function in the system. By analysing ranking data on many social, biological, and economic systems, as well as simple models of rank dynamics, we will explore generic features of rank stability that allow us to model and predict patterns of ranking behaviour across a variety of complex systems.\u003c/p\u003e\u003cp\u003e\u003cem\u003eG. Iñiguez et al. Dynamics of ranking. Nature Communications 13, 1646 (2022). DOI: \u003c/em\u003e\u003ca href=\"https://doi.org/10.1038/s41467-022-29256-x\"\u003e\u003cem\u003ehttps://doi.org/10.1038/s41467-022-29256-x\u003c/em\u003e\u003c/a\u003e\u003cem\u003e. arXiv: \u003c/em\u003e\u003ca href=\"https://arxiv.org/abs/2104.13439\"\u003e\u003cem\u003ehttps://arxiv.org/abs/2104.13439\u003c/em\u003e\u003c/a\u003e\u003c/p\u003e\u003cp\u003e\u003cem\u003eJ. A. Morales et al. Rank dynamics of word usage at multiple scales. Frontiers in Physics 6, 45 (2018). DOI: \u003c/em\u003e\u003ca href=\"https://doi.org/10.3389/fphy.2018.00045\"\u003e\u003cem\u003ehttps://doi.org/10.3389/fphy.2018.00045\u003c/em\u003e\u003c/a\u003e\u003cem\u003e. arXiv: \u003c/em\u003e\u003ca href=\"https://arxiv.org/abs/1802.07258\"\u003e\u003cem\u003ehttps://arxiv.org/abs/1802.07258\u003c/em\u003e\u003c/a\u003e\u003c/p\u003e\u003cp\u003e\u003cem\u003eJ. A. Morales et al. Generic temporal features of performance rankings in sports and games. EPJ Data Science 5, 33 (2016). DOI: \u003c/em\u003e\u003ca href=\"https://doi.org/10.1140/epjds/s13688-016-0096-y\"\u003e\u003cem\u003ehttps://doi.org/10.1140/epjds/s13688-016-0096-y\u003c/em\u003e\u003c/a\u003e\u003cem\u003e. arXiv: \u003c/em\u003e\u003ca href=\"https://arxiv.org/abs/1606.04153\"\u003e\u003cem\u003ehttps://arxiv.org/abs/1606.04153 \u003c/em\u003e\u003c/a\u003e\u003c/p\u003e\u003cp class=\"p1\"\u003e\u003cstrong\u003eUnderlying mechanisms of collective behaviour in social systems\u003c/strong\u003e\u003c/p\u003e\u003cp class=\"p1\"\u003eWith dynamical systems analysis of simple models of social network evolution, we will estimate how much of the structure and dynamical patterns in friendship and communication networks is a result of underlying mechanisms of social interaction, explaining the rise of segregated groups in society, among other collective social phenomena. This will also allow us to infer attitudinal space embeddings for political social networks.\u003c/p\u003e\u003cp\u003e\u003cem\u003eA. F. Peralta et al. Multidimensional political polarization in online social networks. Physical Review Research 6, 013170 (2024). DOI: \u003c/em\u003e\u003ca href=\"https://doi.org/10.1103/PhysRevResearch.6.013170\"\u003e\u003cem\u003ehttps://doi.org/10.1103/PhysRevResearch.6.013170\u003c/em\u003e\u003c/a\u003e\u003cem\u003e. arXiv: \u003c/em\u003e\u003ca href=\"https://arxiv.org/abs/2305.02941\"\u003e\u003cem\u003ehttps://arxiv.org/abs/2305.02941\u003c/em\u003e\u003c/a\u003e\u003c/p\u003e\u003cp\u003e\u003cem\u003eG. Iñiguez et al. Universal patterns in egocentric communication networks. Nature Communications 14, 5217 (2023). DOI: \u003c/em\u003e\u003ca href=\"https://doi.org/10.1038/s41467-023-40888-5\"\u003e\u003cem\u003ehttps://doi.org/10.1038/s41467-023-40888-5\u003c/em\u003e\u003c/a\u003e\u003cem\u003e. arXIv: \u003c/em\u003e\u003ca href=\"https://arxiv.org/abs/2302.13972\"\u003e\u003cem\u003ehttps://arxiv.org/abs/2302.13972\u003c/em\u003e\u003c/a\u003e\u003c/p\u003e\u003cp\u003e\u003cem\u003eA. Asikainen et al. Cumulative effects of triadic closure and homophily in social networks. Science Advances 6, eaax7310 (2020). DOI: \u003c/em\u003e\u003ca href=\"https://doi.org/10.1126/sciadv.aax7310\"\u003e\u003cem\u003ehttps://doi.org/10.1126/sciadv.aax7310\u003c/em\u003e\u003c/a\u003e\u003cem\u003e. arXiv: \u003c/em\u003e\u003ca href=\"https://arxiv.org/abs/1809.06057\"\u003e\u003cem\u003ehttps://arxiv.org/abs/1809.06057\u003c/em\u003e\u003c/a\u003e \u003c/p\u003e\u003cp class=\"p1\"\u003e\u003cstrong\u003eUncovering the temporal evolution on/of techno-social networks \u003c/strong\u003e\u003c/p\u003e\u003cp class=\"p1\"\u003eWe will use large-scale data from online social platforms to study and predict the temporal evolution of social contagion processes and cascading behaviour related to the use of innovations and new digital markets. By considering data features like weighted or multiplex social interactions, product competition, and temporal social networks, we will aim at increasing the explanatory and predictability power of models of temporal networks, information diffusion, and social contagion. \u003c/p\u003e\u003cp\u003e\u003cem\u003eS. Unicomb et al. Dynamics of cascades on burstiness-controlled temporal networks. Nature Communications 12, 133 (2020). DOI: \u003c/em\u003e\u003ca href=\"https://doi.org/10.1038/s41467-020-20398-4\"\u003e\u003cem\u003ehttps://doi.org/10.1038/s41467-020-20398-4\u003c/em\u003e\u003c/a\u003e\u003cem\u003e. arXiv: \u003c/em\u003e\u003ca href=\"https://arxiv.org/abs/2007.06223\"\u003e\u003cem\u003ehttps://arxiv.org/abs/2007.06223\u003c/em\u003e\u003c/a\u003e\u003c/p\u003e\u003cp\u003e\u003cem\u003eS. Unicomb et al. Threshold driven contagion on weighted networks. Scientific Reports 8, 3094 (2018). DOI: \u003c/em\u003e\u003ca href=\"https://doi.org/10.1038/s41598-018-21261-9\"\u003e\u003cem\u003ehttps://doi.org/10.1038/s41598-018-21261-9\u003c/em\u003e\u003c/a\u003e\u003cem\u003e. arXiv: \u003c/em\u003e\u003ca href=\"https://arxiv.org/abs/1707.02185\"\u003e\u003cem\u003ehttps://arxiv.org/abs/1707.02185\u003c/em\u003e\u003c/a\u003e\u003c/p\u003e\u003cp\u003e\u003cem\u003eZ. Ruan et al. Kinetics of social contagion. Physical Review Letters 115, 218702 (2015). DOI: \u003c/em\u003e\u003ca href=\"http://dx.doi.org/10.1103/PhysRevLett.115.218702\"\u003e\u003cem\u003ehttp://dx.doi.org/10.1103/PhysRevLett.115.218702\u003c/em\u003e\u003c/a\u003e\u003cem\u003e. arXiv: \u003c/em\u003e\u003ca href=\"https://arxiv.org/abs/1506.00251\"\u003e\u003cem\u003ehttps://arxiv.org/abs/1506.00251\u003c/em\u003e\u003c/a\u003e\u003c/p\u003e\u003cp class=\"p1\"\u003e\u003cstrong\u003eOpinion formation, algorithmic bias, and deception on coevolving social networks\u003c/strong\u003e\u003c/p\u003e\u003cp class=\"p1\"\u003eOpinions synthesise our perceptions and the knowledge we have of the external world, other people, and ourselves. To better understand the impact opinions have on social interactions and decision-making, we will explore data from small controlled experiments and analyse idealised models of opinion formation, deception, and network change, potentially under the effect of algorithmic bias, letting us gauge how opinions influence the structure and dynamics of off- and online society. \u003c/p\u003e\u003cp\u003e\u003cem\u003eA. F. Peralta et al. The effect of algorithmic bias and network structure on coexistence, consensus, and polarization of opinions. Physical Review E 104, 044312 (2021). DOI: \u003c/em\u003e\u003ca href=\"https://doi.org/10.1103/PhysRevE.104.044312\"\u003e\u003cem\u003ehttps://doi.org/10.1103/PhysRevE.104.044312\u003c/em\u003e\u003c/a\u003e\u003cem\u003e. arXiv: \u003c/em\u003e\u003ca href=\"https://arxiv.org/abs/2105.07703\"\u003e\u003cem\u003ehttps://arxiv.org/abs/2105.07703\u003c/em\u003e\u003c/a\u003e\u003c/p\u003e\u003cp\u003e\u003cem\u003eG. Iñiguez et al. Effects of deception in social networks. Proceedings of the Royal Society B 281, 20141195 (2014). DOI: \u003c/em\u003e\u003ca href=\"http://dx.doi.org/10.1098/rspb.2014.1195\"\u003e\u003cem\u003ehttp://dx.doi.org/10.1098/rspb.2014.1195\u003c/em\u003e\u003c/a\u003e\u003cem\u003e. arXiv: \u003c/em\u003e\u003ca href=\"https://arxiv.org/abs/1406.0673\"\u003e\u003cem\u003ehttps://arxiv.org/abs/1406.0673\u003c/em\u003e\u003c/a\u003e\u003c/p\u003e\u003cp\u003e\u003cem\u003eG. Iñiguez et al. Opinion and community formation in coevolving networks. Physical Review E 80, 066119 (2009). DOI: \u003c/em\u003e\u003ca href=\"http://link.aps.org/doi/10.1103/PhysRevE.80.066119\"\u003e\u003cem\u003ehttp://link.aps.org/doi/10.1103/PhysRevE.80.066119\u003c/em\u003e\u003c/a\u003e\u003cem\u003e. arXiv: \u003c/em\u003e\u003ca href=\"https://arxiv.org/abs/0908.1068v2\"\u003e\u003cem\u003ehttps://arxiv.org/abs/0908.1068v2\u003c/em\u003e\u003c/a\u003e\u003c/p\u003e","content":"\u003cp class=\"p1\"\u003e\u003cem\u003eContact: Gerardo Iñiguez, \u003cspan class=\"spamspan\"\u003e\u003cspan class=\"u\"\u003egerardo.iniguez\u003c/span\u003e [at] \u003cspan class=\"d\"\u003etuni.fi\u003c/span\u003e\u003c/span\u003e \u003c/em\u003e\u003c/p\u003e\u003cp class=\"p1\"\u003e\u003cstrong\u003eUniversal behaviour in rank dynamics and other complex phenomena\u003c/strong\u003e\u003c/p\u003e\u003cp class=\"p1\"\u003eMany complex systems develop rankings of their elements that emerge from networked interactions. These rankings evolve according to system-dependent mechanisms of interaction and reflect the relevance of elements in performing a function in the system. By analysing ranking data on many social, biological, and economic systems, as well as simple models of rank dynamics, we will explore generic features of rank stability that allow us to model and predict patterns of ranking behaviour across a variety of complex systems.\u003c/p\u003e\u003cp\u003e\u003cem\u003eG. Iñiguez et al. Dynamics of ranking. Nature Communications 13, 1646 (2022). DOI: \u003c/em\u003e\u003ca href=\"https://doi.org/10.1038/s41467-022-29256-x\"\u003e\u003cem\u003ehttps://doi.org/10.1038/s41467-022-29256-x\u003c/em\u003e\u003c/a\u003e\u003cem\u003e. arXiv: \u003c/em\u003e\u003ca href=\"https://arxiv.org/abs/2104.13439\"\u003e\u003cem\u003ehttps://arxiv.org/abs/2104.13439\u003c/em\u003e\u003c/a\u003e\u003c/p\u003e\u003cp\u003e\u003cem\u003eJ. A. Morales et al. Rank dynamics of word usage at multiple scales. Frontiers in Physics 6, 45 (2018). DOI: \u003c/em\u003e\u003ca href=\"https://doi.org/10.3389/fphy.2018.00045\"\u003e\u003cem\u003ehttps://doi.org/10.3389/fphy.2018.00045\u003c/em\u003e\u003c/a\u003e\u003cem\u003e. arXiv: \u003c/em\u003e\u003ca href=\"https://arxiv.org/abs/1802.07258\"\u003e\u003cem\u003ehttps://arxiv.org/abs/1802.07258\u003c/em\u003e\u003c/a\u003e\u003c/p\u003e\u003cp\u003e\u003cem\u003eJ. A. Morales et al. Generic temporal features of performance rankings in sports and games. EPJ Data Science 5, 33 (2016). DOI: \u003c/em\u003e\u003ca href=\"https://doi.org/10.1140/epjds/s13688-016-0096-y\"\u003e\u003cem\u003ehttps://doi.org/10.1140/epjds/s13688-016-0096-y\u003c/em\u003e\u003c/a\u003e\u003cem\u003e. arXiv: \u003c/em\u003e\u003ca href=\"https://arxiv.org/abs/1606.04153\"\u003e\u003cem\u003ehttps://arxiv.org/abs/1606.04153 \u003c/em\u003e\u003c/a\u003e\u003c/p\u003e\u003cp class=\"p1\"\u003e\u003cstrong\u003eUnderlying mechanisms of collective behaviour in social systems\u003c/strong\u003e\u003c/p\u003e\u003cp class=\"p1\"\u003eWith dynamical systems analysis of simple models of social network evolution, we will estimate how much of the structure and dynamical patterns in friendship and communication networks is a result of underlying mechanisms of social interaction, explaining the rise of segregated groups in society, among other collective social phenomena. This will also allow us to infer attitudinal space embeddings for political social networks.\u003c/p\u003e\u003cp\u003e\u003cem\u003eA. F. Peralta et al. Multidimensional political polarization in online social networks. Physical Review Research 6, 013170 (2024). DOI: \u003c/em\u003e\u003ca href=\"https://doi.org/10.1103/PhysRevResearch.6.013170\"\u003e\u003cem\u003ehttps://doi.org/10.1103/PhysRevResearch.6.013170\u003c/em\u003e\u003c/a\u003e\u003cem\u003e. arXiv: \u003c/em\u003e\u003ca href=\"https://arxiv.org/abs/2305.02941\"\u003e\u003cem\u003ehttps://arxiv.org/abs/2305.02941\u003c/em\u003e\u003c/a\u003e\u003c/p\u003e\u003cp\u003e\u003cem\u003eG. Iñiguez et al. Universal patterns in egocentric communication networks. Nature Communications 14, 5217 (2023). DOI: \u003c/em\u003e\u003ca href=\"https://doi.org/10.1038/s41467-023-40888-5\"\u003e\u003cem\u003ehttps://doi.org/10.1038/s41467-023-40888-5\u003c/em\u003e\u003c/a\u003e\u003cem\u003e. arXIv: \u003c/em\u003e\u003ca href=\"https://arxiv.org/abs/2302.13972\"\u003e\u003cem\u003ehttps://arxiv.org/abs/2302.13972\u003c/em\u003e\u003c/a\u003e\u003c/p\u003e\u003cp\u003e\u003cem\u003eA. Asikainen et al. Cumulative effects of triadic closure and homophily in social networks. Science Advances 6, eaax7310 (2020). DOI: \u003c/em\u003e\u003ca href=\"https://doi.org/10.1126/sciadv.aax7310\"\u003e\u003cem\u003ehttps://doi.org/10.1126/sciadv.aax7310\u003c/em\u003e\u003c/a\u003e\u003cem\u003e. arXiv: \u003c/em\u003e\u003ca href=\"https://arxiv.org/abs/1809.06057\"\u003e\u003cem\u003ehttps://arxiv.org/abs/1809.06057\u003c/em\u003e\u003c/a\u003e \u003c/p\u003e\u003cp class=\"p1\"\u003e\u003cstrong\u003eUncovering the temporal evolution on/of techno-social networks \u003c/strong\u003e\u003c/p\u003e\u003cp class=\"p1\"\u003eWe will use large-scale data from online social platforms to study and predict the temporal evolution of social contagion processes and cascading behaviour related to the use of innovations and new digital markets. By considering data features like weighted or multiplex social interactions, product competition, and temporal social networks, we will aim at increasing the explanatory and predictability power of models of temporal networks, information diffusion, and social contagion. \u003c/p\u003e\u003cp\u003e\u003cem\u003eS. Unicomb et al. Dynamics of cascades on burstiness-controlled temporal networks. Nature Communications 12, 133 (2020). DOI: \u003c/em\u003e\u003ca href=\"https://doi.org/10.1038/s41467-020-20398-4\"\u003e\u003cem\u003ehttps://doi.org/10.1038/s41467-020-20398-4\u003c/em\u003e\u003c/a\u003e\u003cem\u003e. arXiv: \u003c/em\u003e\u003ca href=\"https://arxiv.org/abs/2007.06223\"\u003e\u003cem\u003ehttps://arxiv.org/abs/2007.06223\u003c/em\u003e\u003c/a\u003e\u003c/p\u003e\u003cp\u003e\u003cem\u003eS. Unicomb et al. Threshold driven contagion on weighted networks. Scientific Reports 8, 3094 (2018). DOI: \u003c/em\u003e\u003ca href=\"https://doi.org/10.1038/s41598-018-21261-9\"\u003e\u003cem\u003ehttps://doi.org/10.1038/s41598-018-21261-9\u003c/em\u003e\u003c/a\u003e\u003cem\u003e. arXiv: \u003c/em\u003e\u003ca href=\"https://arxiv.org/abs/1707.02185\"\u003e\u003cem\u003ehttps://arxiv.org/abs/1707.02185\u003c/em\u003e\u003c/a\u003e\u003c/p\u003e\u003cp\u003e\u003cem\u003eZ. Ruan et al. Kinetics of social contagion. Physical Review Letters 115, 218702 (2015). DOI: \u003c/em\u003e\u003ca href=\"http://dx.doi.org/10.1103/PhysRevLett.115.218702\"\u003e\u003cem\u003ehttp://dx.doi.org/10.1103/PhysRevLett.115.218702\u003c/em\u003e\u003c/a\u003e\u003cem\u003e. arXiv: \u003c/em\u003e\u003ca href=\"https://arxiv.org/abs/1506.00251\"\u003e\u003cem\u003ehttps://arxiv.org/abs/1506.00251\u003c/em\u003e\u003c/a\u003e\u003c/p\u003e\u003cp class=\"p1\"\u003e\u003cstrong\u003eOpinion formation, algorithmic bias, and deception on coevolving social networks\u003c/strong\u003e\u003c/p\u003e\u003cp class=\"p1\"\u003eOpinions synthesise our perceptions and the knowledge we have of the external world, other people, and ourselves. To better understand the impact opinions have on social interactions and decision-making, we will explore data from small controlled experiments and analyse idealised models of opinion formation, deception, and network change, potentially under the effect of algorithmic bias, letting us gauge how opinions influence the structure and dynamics of off- and online society. \u003c/p\u003e\u003cp\u003e\u003cem\u003eA. F. Peralta et al. The effect of algorithmic bias and network structure on coexistence, consensus, and polarization of opinions. Physical Review E 104, 044312 (2021). DOI: \u003c/em\u003e\u003ca href=\"https://doi.org/10.1103/PhysRevE.104.044312\"\u003e\u003cem\u003ehttps://doi.org/10.1103/PhysRevE.104.044312\u003c/em\u003e\u003c/a\u003e\u003cem\u003e. arXiv: \u003c/em\u003e\u003ca href=\"https://arxiv.org/abs/2105.07703\"\u003e\u003cem\u003ehttps://arxiv.org/abs/2105.07703\u003c/em\u003e\u003c/a\u003e\u003c/p\u003e\u003cp\u003e\u003cem\u003eG. Iñiguez et al. Effects of deception in social networks. Proceedings of the Royal Society B 281, 20141195 (2014). DOI: \u003c/em\u003e\u003ca href=\"http://dx.doi.org/10.1098/rspb.2014.1195\"\u003e\u003cem\u003ehttp://dx.doi.org/10.1098/rspb.2014.1195\u003c/em\u003e\u003c/a\u003e\u003cem\u003e. arXiv: \u003c/em\u003e\u003ca href=\"https://arxiv.org/abs/1406.0673\"\u003e\u003cem\u003ehttps://arxiv.org/abs/1406.0673\u003c/em\u003e\u003c/a\u003e\u003c/p\u003e\u003cp\u003e\u003cem\u003eG. Iñiguez et al. Opinion and community formation in coevolving networks. Physical Review E 80, 066119 (2009). DOI: \u003c/em\u003e\u003ca href=\"http://link.aps.org/doi/10.1103/PhysRevE.80.066119\"\u003e\u003cem\u003ehttp://link.aps.org/doi/10.1103/PhysRevE.80.066119\u003c/em\u003e\u003c/a\u003e\u003cem\u003e. arXiv: \u003c/em\u003e\u003ca href=\"https://arxiv.org/abs/0908.1068v2\"\u003e\u003cem\u003ehttps://arxiv.org/abs/0908.1068v2\u003c/em\u003e\u003c/a\u003e\u003c/p\u003e","__typename":"ContentBody"},"links":null,"__typename":"SimpleContentParagraph"},{"bundle":"simple_content","id":"518035","uuid":"48e95bee-c5a6-4ab6-b4d0-bc025628c3f7","title":"Topics on Urban Physics","body":{"raw":"\u003cp\u003e\u003cem\u003eContact: Jonathon Taylor, \u003cspan class=\"spamspan\"\u003e\u003cspan class=\"u\"\u003ejonathon.taylor\u003c/span\u003e [at] \u003cspan class=\"d\"\u003etuni.fi\u003c/span\u003e\u003c/span\u003e\u003c/em\u003e\u003c/p\u003e\u003cp\u003e\u003cstrong\u003eImage processing and analysis for building energy and climate adaptation modelling.\u003c/strong\u003e\u003c/p\u003e\u003cp\u003eBuilding physics models can be used to simulate the energy and climate resilience of a building, which is essential to understand how we can adapt our buildings to be more resilient to the future climate and energy efficient. However, most studies in Finland rely on example case study buildings, or example buildings which do not represent the true range of the building stock. This proposal seeks to scrape floorplan data from real estate websites (for example Etuovi), vectorise the floorplans, and classify rooms according to their type. It will then explore intelligent/AI ways to aggregate floorplans into a representative ‘average’ buildings that we can use for simulations\u003c/p\u003e\u003cp\u003e\u003cstrong\u003eUsing distributed networks of low cost citizen science sensors to identify exposures to environmental hazards.\u003c/strong\u003e\u003c/p\u003e\u003cp\u003eThe growth of IoT-connected sensor devices (e.g. \u003ca href=\"https://weathermap.netatmo.com/\"\u003eNetatmo\u003c/a\u003e personal weather stations or \u003ca href=\"https://maps.sensor.community/#3/40.00/15.00\"\u003elow cost air pollution sensors\u003c/a\u003e) means there is now vast amounts of citizen-acquired data on environmental conditions in cities for a more dense network that the official stations we have normally relied on. This big data can reveal information on how we can design our urban environments to be more healthy and climate-resilient, detect sudden events like fires, and understand environmental risks in cities (e.g. Taylor et al, 2024). But the data is vast and can be very messy and unreliable. This project would use this big data to clean and help identify, e.g signals in this data that can help us answer important questions about our cities.\u003c/p\u003e\u003cp\u003e\u003cem\u003eTaylor, J., et al (2024). The potential of urban trees to reduce heat-related mortality in London. Environmental research letters, 19(5), 054004.\u003c/em\u003e\u003c/p\u003e\u003cp\u003e\u003cstrong\u003eHousehold air pollution data aggregation and Bayesian hierarchical modelling\u003c/strong\u003e\u003c/p\u003e\u003cp\u003eAir pollution from the household burning of polluting fuels (such as solid wood, coal, etc) is estimated to lead to over 3 million premature deaths worldwide every year. However, these estimates, from for example the World Health Organisation, are limited because they only consider exposures to those burning the fuels, not the wider population – for example those who do not burn these fuels, but breathe the polluted air from them (e.g. Mohajeri et al, 2023). This topic will use a database of aggregated research studies, link them to the nearest measurement station, and develop a Bayesian Hierarchical model for household air pollution exposure. Alternative calculations will examine how much this exposure could be reduced if populations switched to cleaner fuels.\u003c/p\u003e\u003cp\u003e\u003cem\u003eMohajeri, N., et al. (2023). Urban–rural disparity in global estimation of PM2· 5 household air pollution and its attributable health burden. The Lancet Planetary Health, 7(8), e660-e672.\u003c/em\u003e\u003c/p\u003e\u003cp\u003e\u003cstrong\u003eUrban greenery in Finnish Cities\u003c/strong\u003e\u003c/p\u003e\u003cp\u003eGreenspace in cities have proven benefits for the environment, such as storing and sequestering carbon, potentially reducing air pollution, and lowering heat exposures. They also provide mental health benefits for residents. Studies into urban greenspace can often rely on satellite imagery or city surveys of public property. But what about what we actually see from the ground? What is the greenest city in Finland? What is the greyest? This project would assess greenery in Finnish cities using streetview imagery (e.g. Lu et al, 2023) helping to understand the availability and different types of greenspace.\u003c/p\u003e\u003cp\u003e\u003cem\u003eLu, Y., et al. (2023). Assessing urban greenery by harvesting street view data: A review. Urban Forestry \u0026amp; Urban Greening, 83, 127917.\u003c/em\u003e\u003c/p\u003e","content":"\u003cp\u003e\u003cem\u003eContact: Jonathon Taylor, \u003cspan class=\"spamspan\"\u003e\u003cspan class=\"u\"\u003ejonathon.taylor\u003c/span\u003e [at] \u003cspan class=\"d\"\u003etuni.fi\u003c/span\u003e\u003c/span\u003e\u003c/em\u003e\u003c/p\u003e\u003cp\u003e\u003cstrong\u003eImage processing and analysis for building energy and climate adaptation modelling.\u003c/strong\u003e\u003c/p\u003e\u003cp\u003eBuilding physics models can be used to simulate the energy and climate resilience of a building, which is essential to understand how we can adapt our buildings to be more resilient to the future climate and energy efficient. However, most studies in Finland rely on example case study buildings, or example buildings which do not represent the true range of the building stock. This proposal seeks to scrape floorplan data from real estate websites (for example Etuovi), vectorise the floorplans, and classify rooms according to their type. It will then explore intelligent/AI ways to aggregate floorplans into a representative ‘average’ buildings that we can use for simulations\u003c/p\u003e\u003cp\u003e\u003cstrong\u003eUsing distributed networks of low cost citizen science sensors to identify exposures to environmental hazards.\u003c/strong\u003e\u003c/p\u003e\u003cp\u003eThe growth of IoT-connected sensor devices (e.g. \u003ca href=\"https://weathermap.netatmo.com/\"\u003eNetatmo\u003c/a\u003e personal weather stations or \u003ca href=\"https://maps.sensor.community/#3/40.00/15.00\"\u003elow cost air pollution sensors\u003c/a\u003e) means there is now vast amounts of citizen-acquired data on environmental conditions in cities for a more dense network that the official stations we have normally relied on. This big data can reveal information on how we can design our urban environments to be more healthy and climate-resilient, detect sudden events like fires, and understand environmental risks in cities (e.g. Taylor et al, 2024). But the data is vast and can be very messy and unreliable. This project would use this big data to clean and help identify, e.g signals in this data that can help us answer important questions about our cities.\u003c/p\u003e\u003cp\u003e\u003cem\u003eTaylor, J., et al (2024). The potential of urban trees to reduce heat-related mortality in London. Environmental research letters, 19(5), 054004.\u003c/em\u003e\u003c/p\u003e\u003cp\u003e\u003cstrong\u003eHousehold air pollution data aggregation and Bayesian hierarchical modelling\u003c/strong\u003e\u003c/p\u003e\u003cp\u003eAir pollution from the household burning of polluting fuels (such as solid wood, coal, etc) is estimated to lead to over 3 million premature deaths worldwide every year. However, these estimates, from for example the World Health Organisation, are limited because they only consider exposures to those burning the fuels, not the wider population – for example those who do not burn these fuels, but breathe the polluted air from them (e.g. Mohajeri et al, 2023). This topic will use a database of aggregated research studies, link them to the nearest measurement station, and develop a Bayesian Hierarchical model for household air pollution exposure. Alternative calculations will examine how much this exposure could be reduced if populations switched to cleaner fuels.\u003c/p\u003e\u003cp\u003e\u003cem\u003eMohajeri, N., et al. (2023). Urban–rural disparity in global estimation of PM2· 5 household air pollution and its attributable health burden. The Lancet Planetary Health, 7(8), e660-e672.\u003c/em\u003e\u003c/p\u003e\u003cp\u003e\u003cstrong\u003eUrban greenery in Finnish Cities\u003c/strong\u003e\u003c/p\u003e\u003cp\u003eGreenspace in cities have proven benefits for the environment, such as storing and sequestering carbon, potentially reducing air pollution, and lowering heat exposures. They also provide mental health benefits for residents. Studies into urban greenspace can often rely on satellite imagery or city surveys of public property. But what about what we actually see from the ground? What is the greenest city in Finland? What is the greyest? This project would assess greenery in Finnish cities using streetview imagery (e.g. Lu et al, 2023) helping to understand the availability and different types of greenspace.\u003c/p\u003e\u003cp\u003e\u003cem\u003eLu, Y., et al. (2023). Assessing urban greenery by harvesting street view data: A review. Urban Forestry \u0026amp; Urban Greening, 83, 127917.\u003c/em\u003e\u003c/p\u003e","__typename":"ContentBody"},"links":null,"__typename":"SimpleContentParagraph"},{"bundle":"simple_content","id":"518039","uuid":"69247051-0b39-468d-9b6f-4cecfc543987","title":"Topics on Recommendation Systems ","body":{"raw":"\u003cp dir=\"ltr\"\u003e\u003cem\u003eContact: Kostas Stefanidis, \u003cspan class=\"spamspan\"\u003e\u003cspan class=\"u\"\u003ekonstantinos.stefanidis\u003c/span\u003e [at] \u003cspan class=\"d\"\u003etuni.fi\u003c/span\u003e\u003c/span\u003e\u003c/em\u003e\u003c/p\u003e\u003cp dir=\"ltr\"\u003e\u003cstrong\u003eExplanations for Different Stakeholders \u003c/strong\u003e\u003c/p\u003e\u003cp dir=\"ltr\"\u003eUnexpected (either existing or missing) and/or unjustified recommendations may frustrate the users and can be detrimental to their trust and loyalty to the recommender system (RS). Explainable RS share a piece of information from the system with users, so that they understand how/why the recommendation was computed. This information is commonly called an explanation and can either be 1) system-agnostic and data-specific information (e.g., user/item characteristics, previous actions), or 2) system-specific information (e.g., a set of rules in a rule-based decision system). At the same time, different stakeholders (e.g., consumers, producers, or system administrators) require different levels of detail in the explanations. For example, consumers can be satisfied with more general explanations, while system administrators require detailed model-specific ones. \u003c/p\u003e\u003cp dir=\"ltr\"\u003e\u003cstrong\u003eTasks: \u003c/strong\u003eDesign an Explainable RS that is able to provide explanations to different stakeholders based on their roles. Explanations for different stakeholders can be one of but not limited to the following: \u003c/p\u003e\u003cp dir=\"ltr\"\u003eConsumer: Model-agnostic - Explanations may include which previous actions of the consumer caused the recommendation to be received. (Counterfactual Explanations) [3,4]. Model-specific (user-based Collaborative Filtering) - Analysis of what other similar users to the consumer preferred and why the recommendation was generated [2]. \u003c/p\u003e\u003cp dir=\"ltr\"\u003eProducer: Explanations for producers may include 1) which users prefer their products, 2) the product’s exposure to the consumers, 3) the differences between the product’s interested consumers and a specific user, and 4) statistics about their products (ratings received, positive-negative feedback, exposure).\u003c/p\u003e\u003cp dir=\"ltr\"\u003eSystem Administrator: Detailed explanations about the specific model variables that were the cause for the recommendation in question [1]. \u003c/p\u003e\u003cp dir=\"ltr\"\u003e\u003cem\u003e[1] M. Stratigi et al. Why-not questions \u0026amp; explanations for collaborative filtering. In Web Information Systems Engineering – WISE 2020. \u003c/em\u003e\u003c/p\u003e\u003cp dir=\"ltr\"\u003e\u003cem\u003e[2] Y. Zhang and X. Chen. Explainable Recommendation: A Survey and New Perspectives. Found. Trends Inf. Retr. 14(1): 1-101 (2020). \u003c/em\u003e\u003c/p\u003e\u003cp dir=\"ltr\"\u003e\u003cem\u003e[3] V. Kaffes et al. Model-agnostic counterfactual explanations of recommendations. In Proceedings of the 29th ACM conference on user modeling, adaptation and personalization, 2021. \u003c/em\u003e\u003c/p\u003e\u003cp dir=\"ltr\"\u003e\u003cem\u003e[4] J. Tan et al. Counterfactual explainable recommendation. In Proceedings of the 30th ACM International Conference on Information \u0026amp; Knowledge Management – CIKM 2021. \u003c/em\u003e\u003c/p\u003e\u003cp dir=\"ltr\"\u003e\u003cstrong\u003eIdentify and Explain Bias in Recommendation Systems\u003c/strong\u003e\u003c/p\u003e\u003cp dir=\"ltr\"\u003eRecommendation systems (RS) can strongly influence the information we see online, e.g., on social media, and thus impact our beliefs, decisions, and actions. At the same time, these systems can create substantial business value for different shareholders. Given the growing potential impact of such systems on individuals, organizations, and society, questions of fairness have gained increased attention in recent years. \u003c/p\u003e\u003cp dir=\"ltr\"\u003e\u003cstrong\u003eTasks\u003c/strong\u003e: Employ a state-of-the-art recommendation system, identify the bias present in it, and provide a consumer-friendly explanation of its origins.\u003c/p\u003e\u003cp dir=\"ltr\"\u003eIdentify bias: Biases in RS are typically divided into data bias and model bias. \u003c/p\u003e\u003col\u003e\u003cli dir=\"ltr\"\u003eData bias can come from data generation, collection, storage, etc. \u003c/li\u003e\u003cli dir=\"ltr\"\u003eModel bias can arise from biases in model designing, training, and evaluating processes, such as the biased model architecture, improper use of specific optimization methods or estimators, and inappropriate benchmarks. \u003c/li\u003e\u003c/ol\u003e\u003cp dir=\"ltr\"\u003eProvide explanations: After identifying the bias, provide a user-friendly explanation about its origin. \u003c/p\u003e\u003cp dir=\"ltr\"\u003e\u003cem\u003eE. Pitoura, K. Stefanidis and G. Koutrika. Fairness in Rankings and Recommendations: An Overview. The VLDB Journal, 2022.\u003c/em\u003e\u003c/p\u003e\u003cp dir=\"ltr\"\u003e\u003cem\u003eYongfeng Zhang and Xu Chen. Explainable Recommendation: A Survey and New Perspectives. Found. Trends Inf. Retr. 14(1): 1-101 (2020)\u003c/em\u003e\u003c/p\u003e\u003cp dir=\"ltr\"\u003e\u003cem\u003eLi, Yunqi, et al. Fairness in recommendation: Foundations, methods, and applications. ACM Transactions on Intelligent Systems and Technology 14.5 (2023).\u003c/em\u003e\u003c/p\u003e\u003cp dir=\"ltr\"\u003e\u003cem\u003eHarini Suresh and John V Guttag. 2019. A framework for understanding unintended consequences of machine learning. arXiv preprint arXiv:1901.10002 2.\u003c/em\u003e\u003c/p\u003e\u003cp dir=\"ltr\"\u003e\u003cem\u003eAlessandro Castelnovo, Riccardo Crupi, Greta Greco, Daniele Regoli, Ilaria Giuseppina Penco, and Andrea Claudio Cosentini. 2022. A clarification of the nuances in the fairness metrics landscape. Scientific Reports 12, 1.\u003c/em\u003e\u003c/p\u003e\u003cp class=\"p2\"\u003e\u003cstrong\u003ePersonalized summaries using LLMs and RAGs \u003c/strong\u003e\u003c/p\u003e\u003cp class=\"p2\"\u003eThere have been several works focusing on summarizing knowledge graphs. However, the development of Large Language Models (LLMs) and Retrieval-Augmented Generation (RAG) frameworks, leaves an unexplored direction on how these novel AI techniques could be combined with existing works to increase the quality of the generated graph summary and potentially make it personalized. Further, the interrelation of textual summary with a summary graph is currently unexplored and could be further investigated.\u003c/p\u003e\u003cp class=\"p2\"\u003e\u003cem\u003eGiannis Vassiliou, Nikolaos Papadakis, Haridimos Kondylakis: SummaryGPT: Leveraging ChatGPT for Summarizing Knowledge Graphs. ESWC (Satellite Events) 2023: 164-168\u003c/em\u003e\u003c/p\u003e\u003cp class=\"p2\"\u003e\u003cem\u003eSejla Cebiric et al. Summarizing semantic graphs: A Survey. VLDB J. 28(3): 295-327 (2019)\u003c/em\u003e\u003c/p\u003e","content":"\u003cp dir=\"ltr\"\u003e\u003cem\u003eContact: Kostas Stefanidis, \u003cspan class=\"spamspan\"\u003e\u003cspan class=\"u\"\u003ekonstantinos.stefanidis\u003c/span\u003e [at] \u003cspan class=\"d\"\u003etuni.fi\u003c/span\u003e\u003c/span\u003e\u003c/em\u003e\u003c/p\u003e\u003cp dir=\"ltr\"\u003e\u003cstrong\u003eExplanations for Different Stakeholders \u003c/strong\u003e\u003c/p\u003e\u003cp dir=\"ltr\"\u003eUnexpected (either existing or missing) and/or unjustified recommendations may frustrate the users and can be detrimental to their trust and loyalty to the recommender system (RS). Explainable RS share a piece of information from the system with users, so that they understand how/why the recommendation was computed. This information is commonly called an explanation and can either be 1) system-agnostic and data-specific information (e.g., user/item characteristics, previous actions), or 2) system-specific information (e.g., a set of rules in a rule-based decision system). At the same time, different stakeholders (e.g., consumers, producers, or system administrators) require different levels of detail in the explanations. For example, consumers can be satisfied with more general explanations, while system administrators require detailed model-specific ones. \u003c/p\u003e\u003cp dir=\"ltr\"\u003e\u003cstrong\u003eTasks: \u003c/strong\u003eDesign an Explainable RS that is able to provide explanations to different stakeholders based on their roles. Explanations for different stakeholders can be one of but not limited to the following: \u003c/p\u003e\u003cp dir=\"ltr\"\u003eConsumer: Model-agnostic - Explanations may include which previous actions of the consumer caused the recommendation to be received. (Counterfactual Explanations) [3,4]. Model-specific (user-based Collaborative Filtering) - Analysis of what other similar users to the consumer preferred and why the recommendation was generated [2]. \u003c/p\u003e\u003cp dir=\"ltr\"\u003eProducer: Explanations for producers may include 1) which users prefer their products, 2) the product’s exposure to the consumers, 3) the differences between the product’s interested consumers and a specific user, and 4) statistics about their products (ratings received, positive-negative feedback, exposure).\u003c/p\u003e\u003cp dir=\"ltr\"\u003eSystem Administrator: Detailed explanations about the specific model variables that were the cause for the recommendation in question [1]. \u003c/p\u003e\u003cp dir=\"ltr\"\u003e\u003cem\u003e[1] M. Stratigi et al. Why-not questions \u0026amp; explanations for collaborative filtering. In Web Information Systems Engineering – WISE 2020. \u003c/em\u003e\u003c/p\u003e\u003cp dir=\"ltr\"\u003e\u003cem\u003e[2] Y. Zhang and X. Chen. Explainable Recommendation: A Survey and New Perspectives. Found. Trends Inf. Retr. 14(1): 1-101 (2020). \u003c/em\u003e\u003c/p\u003e\u003cp dir=\"ltr\"\u003e\u003cem\u003e[3] V. Kaffes et al. Model-agnostic counterfactual explanations of recommendations. In Proceedings of the 29th ACM conference on user modeling, adaptation and personalization, 2021. \u003c/em\u003e\u003c/p\u003e\u003cp dir=\"ltr\"\u003e\u003cem\u003e[4] J. Tan et al. Counterfactual explainable recommendation. In Proceedings of the 30th ACM International Conference on Information \u0026amp; Knowledge Management – CIKM 2021. \u003c/em\u003e\u003c/p\u003e\u003cp dir=\"ltr\"\u003e\u003cstrong\u003eIdentify and Explain Bias in Recommendation Systems\u003c/strong\u003e\u003c/p\u003e\u003cp dir=\"ltr\"\u003eRecommendation systems (RS) can strongly influence the information we see online, e.g., on social media, and thus impact our beliefs, decisions, and actions. At the same time, these systems can create substantial business value for different shareholders. Given the growing potential impact of such systems on individuals, organizations, and society, questions of fairness have gained increased attention in recent years. \u003c/p\u003e\u003cp dir=\"ltr\"\u003e\u003cstrong\u003eTasks\u003c/strong\u003e: Employ a state-of-the-art recommendation system, identify the bias present in it, and provide a consumer-friendly explanation of its origins.\u003c/p\u003e\u003cp dir=\"ltr\"\u003eIdentify bias: Biases in RS are typically divided into data bias and model bias. \u003c/p\u003e\u003col\u003e\u003cli dir=\"ltr\"\u003eData bias can come from data generation, collection, storage, etc. \u003c/li\u003e\u003cli dir=\"ltr\"\u003eModel bias can arise from biases in model designing, training, and evaluating processes, such as the biased model architecture, improper use of specific optimization methods or estimators, and inappropriate benchmarks. \u003c/li\u003e\u003c/ol\u003e\u003cp dir=\"ltr\"\u003eProvide explanations: After identifying the bias, provide a user-friendly explanation about its origin. \u003c/p\u003e\u003cp dir=\"ltr\"\u003e\u003cem\u003eE. Pitoura, K. Stefanidis and G. Koutrika. Fairness in Rankings and Recommendations: An Overview. The VLDB Journal, 2022.\u003c/em\u003e\u003c/p\u003e\u003cp dir=\"ltr\"\u003e\u003cem\u003eYongfeng Zhang and Xu Chen. Explainable Recommendation: A Survey and New Perspectives. Found. Trends Inf. Retr. 14(1): 1-101 (2020)\u003c/em\u003e\u003c/p\u003e\u003cp dir=\"ltr\"\u003e\u003cem\u003eLi, Yunqi, et al. Fairness in recommendation: Foundations, methods, and applications. ACM Transactions on Intelligent Systems and Technology 14.5 (2023).\u003c/em\u003e\u003c/p\u003e\u003cp dir=\"ltr\"\u003e\u003cem\u003eHarini Suresh and John V Guttag. 2019. A framework for understanding unintended consequences of machine learning. arXiv preprint arXiv:1901.10002 2.\u003c/em\u003e\u003c/p\u003e\u003cp dir=\"ltr\"\u003e\u003cem\u003eAlessandro Castelnovo, Riccardo Crupi, Greta Greco, Daniele Regoli, Ilaria Giuseppina Penco, and Andrea Claudio Cosentini. 2022. A clarification of the nuances in the fairness metrics landscape. Scientific Reports 12, 1.\u003c/em\u003e\u003c/p\u003e\u003cp class=\"p2\"\u003e\u003cstrong\u003ePersonalized summaries using LLMs and RAGs \u003c/strong\u003e\u003c/p\u003e\u003cp class=\"p2\"\u003eThere have been several works focusing on summarizing knowledge graphs. However, the development of Large Language Models (LLMs) and Retrieval-Augmented Generation (RAG) frameworks, leaves an unexplored direction on how these novel AI techniques could be combined with existing works to increase the quality of the generated graph summary and potentially make it personalized. Further, the interrelation of textual summary with a summary graph is currently unexplored and could be further investigated.\u003c/p\u003e\u003cp class=\"p2\"\u003e\u003cem\u003eGiannis Vassiliou, Nikolaos Papadakis, Haridimos Kondylakis: SummaryGPT: Leveraging ChatGPT for Summarizing Knowledge Graphs. ESWC (Satellite Events) 2023: 164-168\u003c/em\u003e\u003c/p\u003e\u003cp class=\"p2\"\u003e\u003cem\u003eSejla Cebiric et al. Summarizing semantic graphs: A Survey. VLDB J. 28(3): 295-327 (2019)\u003c/em\u003e\u003c/p\u003e","__typename":"ContentBody"},"links":null,"__typename":"SimpleContentParagraph"},{"bundle":"simple_content","id":"518518","uuid":"6e98b52c-72f1-4d40-b744-80c9a7e88819","title":"Topics on Data Analytics Applications in Agriculture and Health Technology","body":{"raw":"\u003cp\u003e\u003cem\u003eContact: Tarmo Lipping, \u003cspan class=\"spamspan\"\u003e\u003cspan class=\"u\"\u003etarmo.lipping\u003c/span\u003e [at] \u003cspan class=\"d\"\u003etuni.fi\u003c/span\u003e\u003c/span\u003e \u003c/em\u003e\u003c/p\u003e\u003cp class=\"p1\"\u003e\u003cstrong\u003eRecording and analysis of physiological data in real-life environment \u003c/strong\u003e\u003c/p\u003e\u003cp class=\"p1\"\u003e\u003cem\u003e1. Brain Computer Interfaces using consumer-oriented EEG devices\u003c/em\u003e\u003c/p\u003e\u003cp\u003eThe thesis project will involve developing an environment of realt-time analysis of EEG signal. The signal will be obtained using a consumer-oriented device such as MUSE headband, for example. The analysis results will be used to control an external environment such as a computer game, robotic arm or music generation software. Also, interface between brain function and generative AI models can be considered. The specific setup for the experiments will be determined at the beginning of the project. The work is related to the EHEÄ (Well-being, vitality and smart services through experience production and technology), LuovAIn! (http://luovain.ai) and MindFlow (https://www.tuni.fi/en/research/mindflow-measuring-flow-state) projects of the DAO \u003cbr\u003eresearch group. \u003c/p\u003e\u003cp\u003e\u003cem\u003e2. Assessing inter-subject brainwave synchronization during joint tasks\u003c/em\u003e\u003c/p\u003e\u003cp\u003eThere is a lot of evidence that if two or more subjects are engaged in joint activity, their brainwaves get synchronized. These kind of recordings are called hyperscanning. We have previously collected some hyperscanning data using the MUSE and g.tec Unicorn devices. The thesis project will involve carrying out a more systematic data collection in hyperscanning setting. The more specific tasks and research questions will be determined at the beginning of the thesis project. The project will also deal with testing and evaluating methods to detect synchronization in time series. \u003c/p\u003e\u003cp\u003e\u003cem\u003e3. Assessment of the physiological effects of cultural and recreational interventions\u003c/em\u003e\u003c/p\u003e\u003cp\u003eIt is commonly accepted that cultural experiences have positive impact on mental well-being and recovery from stress. However, evidence to support this claim is still lacking. The thesis project will involve designing and implementing a body sensory system tailored for the assessment physiological effects of cultural experiences. In addition, the project may deal with using physiological data to augment cultural experiences by, e.g., using performers' physilogical data in controlling visual or audiotory environment during cultural performance. A specific experimental setup, determined at the beginning of the thesis project will be used. Thesis project will involve data recording and preliminari analysis.\u003c/p\u003e\u003cp\u003e\u003cem\u003eRelated references:\u003c/em\u003e\u003c/p\u003e\u003cp\u003e\u003cem\u003eBeiramvand, M, Shahbakhti, M, Karttunen, N, Koivula, R, Turunen, J \u0026amp; Lipping, T 2024, 'Assessment of Mental Workload Using a Transformer Network and Two Prefrontal EEG Channels: An Unparameterized Approach', IEEE Transactions on Instrumentation and Measurement. https://doi.org/10.1109/TIM.2024.3395312\u003c/em\u003e\u003c/p\u003e\u003cp\u003e\u003cem\u003eT. Lipping and M. Beiramvand, \"Assessment of Mental Workload in Real-Life Setup using EEG Synchronization Measures,\" 2024 IEEE International Workshop on Metrology for Industry 4.0 \u0026amp; IoT (MetroInd4.0 \u0026amp; IoT), Firenze, Italy, 2024, pp. 412-416, doi: 10.1109/MetroInd4.0IoT61288.2024.10584156.\u003c/em\u003e\u003c/p\u003e\u003cp\u003e\u003cem\u003eBeiram Vand, M, Shahbakhti, M \u0026amp; Lipping, T 2023, Cross-Entropy-Based Assessment of Mental Workloads Using Two Prefrontal EEG Channels. In 2023 IEEE EMBS Special Topic Conference on Data Science and Engineering in Healthcare, Medicine and Biology. IEEE, pp. 49-50, International Conference on Data Science and Engineering in Healthcare, Medicine \u0026amp; Biology, St. Julians, Malta, 7/12/23. https://doi.org/10.1109/IEEECONF58974.2023.10404709\u003c/em\u003e\u003c/p\u003e\u003cp\u003e\u003cem\u003eHakim, U. et al. 2023 'Quantification of inter-brain coupling: A review of current methods used in haemodynamic and electrophysiological hyperscanning studies. NeuroImage, vol 280, 120354, \u003c/em\u003e\u003ca href=\"https://doi.org/10.1016/j.neuroimage.2023.120354\"\u003e\u003cem\u003ehttps://doi.org/10.1016/j.neuroimage.2023.120354\u003c/em\u003e\u003c/a\u003e\u003cem\u003e \u003c/em\u003e\u003c/p\u003e\u003cp\u003e\u003cstrong\u003eApplied machine learning, computational models and statistics in agriculture \u003c/strong\u003e\u003c/p\u003e\u003cp\u003e\u003cem\u003e1. Remote sensing data in crop field characterization and zoning\u003c/em\u003e\u003c/p\u003e\u003cp\u003eCrop fields are monitored using remote sensing observations, often from satellites and drones. These result in multiband images with varying spatial and spectral resolutions. Using these images we can follow the progression of the growing season, identify differences within and between crop fields and \u003cbr\u003eidentify patterns and anomalies. Find ways to divide fields into meaningful zones based on remote sensing images and other relevant data sources, to support field activities for precision field management and targeted information gathering.\u003c/p\u003e\u003cp\u003e\u003cem\u003e2. Topological Data Analysis in Agriculture\u003c/em\u003e\u003c/p\u003e\u003cp\u003eTopological Data Analysis (TDA) is an emerging set of tools for analysing complex, multi-dimensional data. TDA has solid mathematical foundations and an existing set of mature software tools, yet it has not yet widely been used with agricultural data. Explore the capabilities of TDA with agricultural datasets such as remote sensing imagery, in extracting meaningful features with predictive power. Demonstrate how to use TDA as a standalone data analysis tool or how to combine it together with existing machine learning methods in solving practical problems.\u003c/p\u003e\u003cp\u003e\u003cem\u003e3. Simulation models for crop growth\u003c/em\u003e\u003c/p\u003e\u003cp\u003eDynamic crop models represent the growth process of a plant from seeding to maturity. These kind of models aim to encode scientific knowledge about the relevant natural processes, allowing us to explain and predict the growing behavior, given the environmental conditions during the season. Process models typically need to be calibrated to local conditions and their behavior analysed statistically, due to the many uncertainties involved. Analyze and calibrate the behavior and results of crop growth models using statistical methods such as Monte carlo simulations and sensitivity analysis, to support tasks such as biomass estimation and irrigation planning.\u003cbr\u003e \u003c/p\u003e\u003cp\u003e \u003c/p\u003e","content":"\u003cp\u003e\u003cem\u003eContact: Tarmo Lipping, \u003cspan class=\"spamspan\"\u003e\u003cspan class=\"u\"\u003etarmo.lipping\u003c/span\u003e [at] \u003cspan class=\"d\"\u003etuni.fi\u003c/span\u003e\u003c/span\u003e \u003c/em\u003e\u003c/p\u003e\u003cp class=\"p1\"\u003e\u003cstrong\u003eRecording and analysis of physiological data in real-life environment \u003c/strong\u003e\u003c/p\u003e\u003cp class=\"p1\"\u003e\u003cem\u003e1. Brain Computer Interfaces using consumer-oriented EEG devices\u003c/em\u003e\u003c/p\u003e\u003cp\u003eThe thesis project will involve developing an environment of realt-time analysis of EEG signal. The signal will be obtained using a consumer-oriented device such as MUSE headband, for example. The analysis results will be used to control an external environment such as a computer game, robotic arm or music generation software. Also, interface between brain function and generative AI models can be considered. The specific setup for the experiments will be determined at the beginning of the project. The work is related to the EHEÄ (Well-being, vitality and smart services through experience production and technology), LuovAIn! (http://luovain.ai) and MindFlow (https://www.tuni.fi/en/research/mindflow-measuring-flow-state) projects of the DAO \u003cbr\u003eresearch group. \u003c/p\u003e\u003cp\u003e\u003cem\u003e2. Assessing inter-subject brainwave synchronization during joint tasks\u003c/em\u003e\u003c/p\u003e\u003cp\u003eThere is a lot of evidence that if two or more subjects are engaged in joint activity, their brainwaves get synchronized. These kind of recordings are called hyperscanning. We have previously collected some hyperscanning data using the MUSE and g.tec Unicorn devices. The thesis project will involve carrying out a more systematic data collection in hyperscanning setting. The more specific tasks and research questions will be determined at the beginning of the thesis project. The project will also deal with testing and evaluating methods to detect synchronization in time series. \u003c/p\u003e\u003cp\u003e\u003cem\u003e3. Assessment of the physiological effects of cultural and recreational interventions\u003c/em\u003e\u003c/p\u003e\u003cp\u003eIt is commonly accepted that cultural experiences have positive impact on mental well-being and recovery from stress. However, evidence to support this claim is still lacking. The thesis project will involve designing and implementing a body sensory system tailored for the assessment physiological effects of cultural experiences. In addition, the project may deal with using physiological data to augment cultural experiences by, e.g., using performers' physilogical data in controlling visual or audiotory environment during cultural performance. A specific experimental setup, determined at the beginning of the thesis project will be used. Thesis project will involve data recording and preliminari analysis.\u003c/p\u003e\u003cp\u003e\u003cem\u003eRelated references:\u003c/em\u003e\u003c/p\u003e\u003cp\u003e\u003cem\u003eBeiramvand, M, Shahbakhti, M, Karttunen, N, Koivula, R, Turunen, J \u0026amp; Lipping, T 2024, 'Assessment of Mental Workload Using a Transformer Network and Two Prefrontal EEG Channels: An Unparameterized Approach', IEEE Transactions on Instrumentation and Measurement. https://doi.org/10.1109/TIM.2024.3395312\u003c/em\u003e\u003c/p\u003e\u003cp\u003e\u003cem\u003eT. Lipping and M. Beiramvand, \"Assessment of Mental Workload in Real-Life Setup using EEG Synchronization Measures,\" 2024 IEEE International Workshop on Metrology for Industry 4.0 \u0026amp; IoT (MetroInd4.0 \u0026amp; IoT), Firenze, Italy, 2024, pp. 412-416, doi: 10.1109/MetroInd4.0IoT61288.2024.10584156.\u003c/em\u003e\u003c/p\u003e\u003cp\u003e\u003cem\u003eBeiram Vand, M, Shahbakhti, M \u0026amp; Lipping, T 2023, Cross-Entropy-Based Assessment of Mental Workloads Using Two Prefrontal EEG Channels. In 2023 IEEE EMBS Special Topic Conference on Data Science and Engineering in Healthcare, Medicine and Biology. IEEE, pp. 49-50, International Conference on Data Science and Engineering in Healthcare, Medicine \u0026amp; Biology, St. Julians, Malta, 7/12/23. https://doi.org/10.1109/IEEECONF58974.2023.10404709\u003c/em\u003e\u003c/p\u003e\u003cp\u003e\u003cem\u003eHakim, U. et al. 2023 'Quantification of inter-brain coupling: A review of current methods used in haemodynamic and electrophysiological hyperscanning studies. NeuroImage, vol 280, 120354, \u003c/em\u003e\u003ca href=\"https://doi.org/10.1016/j.neuroimage.2023.120354\"\u003e\u003cem\u003ehttps://doi.org/10.1016/j.neuroimage.2023.120354\u003c/em\u003e\u003c/a\u003e\u003cem\u003e \u003c/em\u003e\u003c/p\u003e\u003cp\u003e\u003cstrong\u003eApplied machine learning, computational models and statistics in agriculture \u003c/strong\u003e\u003c/p\u003e\u003cp\u003e\u003cem\u003e1. Remote sensing data in crop field characterization and zoning\u003c/em\u003e\u003c/p\u003e\u003cp\u003eCrop fields are monitored using remote sensing observations, often from satellites and drones. These result in multiband images with varying spatial and spectral resolutions. Using these images we can follow the progression of the growing season, identify differences within and between crop fields and \u003cbr\u003eidentify patterns and anomalies. Find ways to divide fields into meaningful zones based on remote sensing images and other relevant data sources, to support field activities for precision field management and targeted information gathering.\u003c/p\u003e\u003cp\u003e\u003cem\u003e2. Topological Data Analysis in Agriculture\u003c/em\u003e\u003c/p\u003e\u003cp\u003eTopological Data Analysis (TDA) is an emerging set of tools for analysing complex, multi-dimensional data. TDA has solid mathematical foundations and an existing set of mature software tools, yet it has not yet widely been used with agricultural data. Explore the capabilities of TDA with agricultural datasets such as remote sensing imagery, in extracting meaningful features with predictive power. Demonstrate how to use TDA as a standalone data analysis tool or how to combine it together with existing machine learning methods in solving practical problems.\u003c/p\u003e\u003cp\u003e\u003cem\u003e3. Simulation models for crop growth\u003c/em\u003e\u003c/p\u003e\u003cp\u003eDynamic crop models represent the growth process of a plant from seeding to maturity. These kind of models aim to encode scientific knowledge about the relevant natural processes, allowing us to explain and predict the growing behavior, given the environmental conditions during the season. Process models typically need to be calibrated to local conditions and their behavior analysed statistically, due to the many uncertainties involved. Analyze and calibrate the behavior and results of crop growth models using statistical methods such as Monte carlo simulations and sensitivity analysis, to support tasks such as biomass estimation and irrigation planning.\u003cbr\u003e \u003c/p\u003e\u003cp\u003e \u003c/p\u003e","__typename":"ContentBody"},"links":null,"__typename":"SimpleContentParagraph"}],"field_content_publications":[{"bundle":"simple_content","id":"445855","uuid":"01830e27-c925-4558-955d-34d6a3e1b104","title":"Recent highlights","body":null,"links":null,"__typename":"SimpleContentParagraph"},{"bundle":"simple_content","id":"417480","uuid":"7a994eb7-3dbf-45dc-b6d3-b006819191d2","title":null,"body":{"raw":"\u003cdrupal-entity data-align=\"center\" data-embed-button=\"image_media_browser\" data-entity-embed-display=\"view_mode:media.embedded_media\" data-entity-type=\"media\" data-entity-uuid=\"85164e0e-8da5-41d2-862c-6c73c54a669a\"\u003e\u003c/drupal-entity\u003e\r\n","content":"\u003cfigure role=\"group\"\u003e\u003cimg src=\"https://content-webapi.tuni.fi/image-style/max_1300x1300/proxy/public/2023-08/blog_image.png?itok=6hu_2FpD\" alt=\"Universal patterns in egocentric communication networks\" \u003e\u003c/figure\u003e\r\n","__typename":"ContentBody"},"links":[{"title":"G. Iñiguez et al. Universal patterns in egocentric communication networks. Nature Communications 14, 5217 (2023)","url_name":"https://doi.org/10.1038/s41467-023-40888-5","isExternal":true,"__typename":"LinkField"}],"__typename":"SimpleContentParagraph"},{"bundle":"simple_content","id":"445854","uuid":"c2599d0f-2873-4e0a-b93b-78c6df17d9ca","title":null,"body":{"raw":"\u003cdrupal-entity data-align=\"left\" data-embed-button=\"image_media_browser\" data-entity-embed-display=\"view_mode:media.embedded_media\" data-entity-type=\"media\" data-entity-uuid=\"9f05d48e-a3f1-48c9-89c8-f467e1fbc215\"\u003e\u003c/drupal-entity\u003e\r\n","content":"\u003cfigure role=\"group\"\u003e\u003cimg src=\"https://content-webapi.tuni.fi/image-style/max_1300x1300/proxy/public/2023-08/fair_neighbor_embedding_thumbnail.png?itok=GX3HCeba\" alt=\"Fair neighbor embedding is a new way to visually explore high-dimensional data. It reveals neighborhood structure of high-dimensional data while avoiding bias with respect to protected attribute values such as gender, ethnicity, or age.\" \u003e\u003c/figure\u003e\r\n","__typename":"ContentBody"},"links":[{"title":"J. Peltonen et al. Fair neighbor embedding. Proceedings of the 40th International Conference on Machine Learning, PMLR 202:27564-27584, 2023.","url_name":"https://proceedings.mlr.press/v202/peltonen23a.html","isExternal":true,"__typename":"LinkField"}],"__typename":"SimpleContentParagraph"},{"bundle":"simple_content","id":"445853","uuid":"67add93b-a15a-429d-94c3-1581a3e964d4","title":null,"body":{"raw":"\u003cdrupal-entity data-align=\"left\" data-embed-button=\"image_media_browser\" data-entity-embed-display=\"view_mode:media.embedded_media\" data-entity-type=\"media\" data-entity-uuid=\"39d9cbf2-7013-49e8-b382-2dab8e18bcd7\"\u003e\u003c/drupal-entity\u003e\r\n","content":"\u003cfigure role=\"group\"\u003e\u003cimg src=\"https://content-webapi.tuni.fi/image-style/max_1300x1300/proxy/public/2023-08/gaussian_copula_embeddings_picture.png?itok=9LAWeHbS\" alt=\"Gaussian copula embeddings find representations for complex objects like subreddits, and can take into account multiple data types of observed knowledge about the objects.\" \u003e\u003c/figure\u003e\r\n","__typename":"ContentBody"},"links":[{"title":"C. Lu and J. Peltonen. Gaussian Copula Embeddings. Advances in Neural Information Processing Systems 35, 22078-22089, 2022.","url_name":"https://proceedings.neurips.cc/paper_files/paper/2022/hash/8ae260afda41b45ed77be58358a6c519-Abstract-Conference.html","isExternal":true,"__typename":"LinkField"}],"__typename":"SimpleContentParagraph"}],"field_group_area_of_focus":[{"id":"10614","title":"Technology","__typename":"TermField"}],"field_group_social_blog":null,"field_group_centre_excellence":0,"field_group_contact_person_man":null,"field_group_contact_persons":[{"type":"user","id":"4577","content":{"id":4577,"uuid":"18ec1db0-55d1-4af5-b3be-6e8d31a56080","bundle":"user","title":"Konstantinos Stefanidis","field_first_name":"Konstantinos","field_last_name":"Stefanidis","field_profile_picture":[{"alt":"","image_styles":{"base_square_lg":"https://content-webapi.tuni.fi/image-style/base_square_lg/proxy/public/profile_pictures/5601.jpg?itok=hn4difgo","__typename":"ImageStyles"},"__typename":"ImageField"}],"field_profile_picture_privacy":"public","field_contact_card":[{"main_site_default_card":1,"field_campus":[{"title":"Hervanta Campus","campus_url":"https://www.tuni.fi/en/about-us/hervanta-campus-hub-science-technology-and-collaboration","__typename":"campusTermField"}],"field_job_title":"Professor","field_job_title_additional":"Data science","field_job_title_addtl_override":null,"field_organisation_unit":[{"title":"Faculty of Information Technology and Communication Sciences","__typename":"EntityReferenceField"}],"field_phone_number":"+358504174121","field_phone_number_extra":null,"field_organisation_sub_unit":[{"title":"Computing Sciences","__typename":"EntityReferenceField"}],"__typename":"UserEntityContactCard"},{"main_site_default_card":0,"field_campus":null,"field_job_title":null,"field_job_title_additional":null,"field_job_title_addtl_override":null,"field_organisation_unit":null,"field_phone_number":null,"field_phone_number_extra":null,"field_organisation_sub_unit":null,"__typename":"UserEntityContactCard"}],"field_targeting":[{"university":[{"title":"Tampere University","machine_name":"uni","__typename":"TargetingTerm"}],"__typename":"TargetingSet"},{"university":[{"title":"Tampere University","machine_name":"uni","__typename":"TargetingTerm"}],"__typename":"TargetingSet"}],"email":"konstantinos.stefanidis@tuni.fi","field_content_owner":"1","url_name":"/en/people/konstantinos-stefanidis","field_display_email":"\u003cspan class=\"spamspan\"\u003e\u003cspan class=\"u\"\u003ekonstantinos.stefanidis\u003c/span\u003e [at] \u003cspan class=\"d\"\u003etuni.fi\u003c/span\u003e\u003cspan class=\"t\"\u003e (konstantinos[dot]stefanidis[at]tuni[dot]fi)\u003c/span\u003e\u003c/span\u003e","field_orcid_id":"0000-0003-1317-8062","field_profile_card":[{"field_twitter":[{"url_name":"https://twitter.com/KstsStefanidis","__typename":"LinkField"}],"field_linkedin":[{"url_name":"https://www.linkedin.com/in/kostas-stefanidis-9556486/","__typename":"LinkField"}],"field_facebook":[{"url_name":"https://www.facebook.com/kstef/","__typename":"LinkField"}],"__typename":"UserEntityProfileCard"},{"field_twitter":null,"field_linkedin":null,"field_facebook":null,"__typename":"UserEntityProfileCard"}],"__typename":"UserEntity"},"__typename":"EntityReferenceField"}],"field_content_owner":"1","field_group_social_facebook":null,"field_group_faculty_or_school":[{"id":"157","title":"Faculty of Information Technology and Communication Sciences","link":[{"title":"","url_name":"/en/about-us/faculty-information-technology-and-communication-sciences","__typename":"LinkField"}],"__typename":"TermField"}],"field_group_description":{"raw":"\u003cp\u003eWe conduct research in data science and statistics, focusing on diverse applications. We develop innovative machine learning models for image processing, medicine, and financial forecasting. In statistics, we concentrate on probabilistic machine learning, finite mixtures, survival analysis, and time-series analysis. We explore rule-based, machine learning and AI approaches for NLP. Our recent focus is on fair and transparent machine learning and recommender systems. We also study complex systems using network science in social, biological, and financial networks. Our developments apply across fields like image processing and social network analysis.\u003c/p\u003e","content":"\u003cp\u003eWe conduct research in data science and statistics, focusing on diverse applications. We develop innovative machine learning models for image processing, medicine, and financial forecasting. In statistics, we concentrate on probabilistic machine learning, finite mixtures, survival analysis, and time-series analysis. We explore rule-based, machine learning and AI approaches for NLP. Our recent focus is on fair and transparent machine learning and recommender systems. We also study complex systems using network science in social, biological, and financial networks. 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