IJCCI 2017 - KeynoteSpeakers

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Colony Optimization , Evolutionary Learning Systems, Evolvable Computing, Evolvable/Adaptive Hardware and Systems, Evolutionary Search and Meta-Heuristics, Representation Techniques , Applications: Games and Entertainment Technologies, Evolutionary Robotics, Evolutionary Art and Design, Industrial and Real World Applications, Computational Economics and Finance, Approximate Reasoning and Fuzzy Inference , Type-2 Fuzzy Logic, Fuzzy Databases, Complex Fuzzy Systems , Fuzzy Information Processing, Fusion, Text Mining , Fuzzy Systems Design, Fuzzy Logic in Machine Learning, Learning and Adaptive Fuzzy Systems , Fuzzy Hardware/Software, Fuzzy Architectures, Fuzzy Control, Applications: Fuzzy Systems in Robotics, Fuzzy Image, Speech and Signal Processing, Vision and Multimedia, Pattern Recognition, Financial and Medical Applications, Fuzzy Information Retrieval and Data Mining, Big Data and Cloud Computing, Industrial and Real World Applications, System Identification and Fault Detection, Natural Language Processing, Security Systems, Deep Learning, Learning Paradigms and Algorithms , Neurocomputational Formulations, Self-Organization and Emergence, Support Vector Machines and Kernel Methods, RBF Structures, Neurodynamic Approaches and Solutions, Reinforcement Learning, Stochastic Learning and Statistical Algorithms , Single-Neuron Modeling, Computational Neuroscience , Higher Level Artificial Neural Network Based Intelligent Systems, Adaptive Architectures and Mechanisms , Stability and Instability in Artificial Neural Networks, Complex Artificial Neural Network Based Systems and Dynamics , Applications: Image Processing and Artificial Vision, Pattern Recognition, Decision Making, Industrial and Real World Applications, Financial Applications, Neural Prostheses and Medical Applications, Neural Based Data Mining and Complex Information Processing, Neural Network Software and Applications, Applications of Deep Neural Networks, Robotics and Control Applications, Soft Computing and Intelligent Agents , Knowledge and Skill Acquistion, Multi-Agent Intelligent Systems and Applications, Collective and Distributed Intelligence, Embedded Intelligent Systems, Bio-Inspired Hardware and Networks, Bio-Inspired Cognitive Architectures, Biomorphic Systems, Cognitive Architecture, Perceptual Modeling, Artificial Perception and Awareness, Emulation of Cognitive Functions, Human-Machine and Machine-Machine Interaction, Cognitive Software Systems and Applications, Ambient Intelligence, Emotional Computation, Neurocognitive Networks and Models, Neuro-Fuzzy Systems, Neuro-Evolutionary Systems, Neuro-Swarm, Adaptive, Hierarchical, Neuro and Evolutionary Fuzzy Systems , Applications: Image and Signal Processing, Pattern Recognition, Decision Making, Human-Robot Interaction, Human Computer Interaction, Cognitive Robotics and Developmental Robotic, Sensor Mesh, Intelligent Networks, Internet Modeling, Multi-Sensor Data Fusion Using Computational Intelligence, Perceptual and Motor Functions (Visual, Auditory, Tactile, Virtual Reality, Etc.), Intelligent Systems in Education" /><meta name="language" content="en" /><meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=2.0, user-scalable=yes;" /><link id="ctl00_favIcon" rel="icon" href="App_Themes/favicon.ico" type="image/ico" /><link id="ctl00_favIconShortcut" rel="shortcut icon" href="App_Themes/favicon.ico" type="image/x-icon" /><link rel="stylesheet" href="App_Themes/photomorpher.css" type="text/css" /> <script type="text/javascript" src="JavaScript/photomorpher.js"></script>  <link href="App_Themes/2017/style.css" type="text/css" rel="stylesheet" /><title> IJCCI 2017 - KeynoteSpeakers </title></head> <body> <form name="aspnetForm" method="post" action="./KeynoteSpeakers.aspx?y=2017" id="aspnetForm"> <div> <input type="hidden" name="__VIEWSTATE" id="__VIEWSTATE" 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" 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class="lv1">Previous Conferences</span> <a id="ctl00_WebsiteMenu1_RepeaterMenu_ctl23_hplMenuItem" class="lv2 link" href="Abstracts.aspx?y=2017">Abstracts</a> <a id="ctl00_WebsiteMenu1_RepeaterMenu_ctl24_hplMenuItem" class="lv2 link" href="PreviousAwards.aspx?y=2017">Awards</a> <div id="SponsersLeft"> <div id="ctl00_SponsorLeft1_divTextSponsersLeft" class="SponsorLeft"><br><table style="text-align: center;" cellspacing="0" cellpadding="0" border="0" align="center"><tbody><tr> <td valign="top" height="30px" align="center"> <b>Sponsored by:</b> </td> </tr><tr><td> <a href="http://www.insticc.org" title="Institute for Systems and Technologies of Information, Control and Communication" target="_blank"><img src="App_Themes/2017/Images//Logos/INSTICC.png" alt="INSTICC"></a> </td> </tr></tbody></table><br> <table style="text-align: center;" cellspacing="0" cellpadding="0" border="0" align="center"><tbody><tr> <td valign="top" height="30px" align="center"> <b>Co-organized by:</b> </td> </tr><tr><td> <a href="http://www.uma.pt/" title="Universidade da Madeira" target="_blank"><img src="App_Themes/2017/Images//Logos/UMA.png" alt="UMA" style="width: 130px; height: 66px;"></a> </td> </tr></tbody></table><br> <table style="text-align: center;" cellspacing="0" cellpadding="0" border="0" align="center"><tbody><tr> <td valign="top" height="30px" align="center"> <b>INSTICC is Member of:</b> </td> </tr><tr><td><p> <a href="http://www.wfmc.org" title="Workflow Management Coalition" target="_blank"><img src="App_Themes/2017/Images//Logos/WfMC.png" alt="WfMC"></a></p></td> </tr><tr><td><p> <a href="http://www.omg.org/" title="Object Management Group" target="_blank"><img src="App_Themes/2017/Images//Logos/OMG.png" alt="OMG"></a></p></td> </tr><tr><td> <a href="http://www.fipa.org/" title="Foundation for Intelligent Physical Agents" target="_blank"><img src="App_Themes/2017/Images//Logos/FIPA.png" alt="FIPA"></a> </td> </tr></tbody></table><br><table style="text-align: center;" cellspacing="0" cellpadding="0" border="0" align="center"><tbody><tr> <td valign="top" height="30px" align="center"> <b>Logistics Partner:</b> </td> </tr><tr><td> <a href="http://www.scitevents.com" title="Science and Technology Events" target="_blank"><img src="App_Themes/2017/Images//Logos/SCITEVENTS.png" alt="SCITEVENTS"></a> </td> </tr></tbody></table><br></div> </div> </div> <div id="content"> <h1 id="ctl00_pageContent_divTitleKeynote">Keynote Lectures</h1> <div id="Keynotes"> <p id="ctl00_pageContent_ctl00_plblInfo"> </p> <div id="ctl00_pageContent_ctl00_divKeynotesList"> <div id="ctl00_pageContent_ctl00_divkeynotes"> <p><span style="font-weight:bold;font-style:italic;">The Electroencephalogram (EEG) Analysis and Classification for Diagnosis and Prognosis of Brain Disorders</span><br/><span><strong><a href='#1'>António Dourado, </a></strong></span><span id="ctl00_pageContent_ctl00_lblChairName0">University of Coimbra, Portugal<br/><br/></span><span style="font-weight:bold;font-style:italic;">Towards Lifelong Learning in Optimisation Algorithms</span><br/><span><strong><a href='#2'>Emma Hart, </a></strong></span><span id="ctl00_pageContent_ctl00_lblChairName1">Edinburgh Napier University, United Kingdom<br/><br/></span><span style="font-weight:bold;font-style:italic;">Ambient Intelligent Systems: The Role of Non-Intrusive and Sensitive Approaches</span><br/><span><strong><a href='#3'>Paulo Novais, </a></strong></span><span id="ctl00_pageContent_ctl00_lblChairName2">Universidade do Minho, Portugal<br/><br/></span><span style="font-weight:bold;font-style:italic;">Type-2 Fuzzy Systems for Human Decision Making</span><br/><span><strong><a href='#4'>Jonathan Garibaldi, </a></strong></span><span id="ctl00_pageContent_ctl00_lblChairName3">University of Nottingham, United Kingdom<br/><br/></span></p></div> </div> <h2 class="text1"> <a name='1' visible="false"> </a></h2> <h2> <span id="ctl00_pageContent_ctl00_rptKeyNote_ctl01_Label2">The Electroencephalogram (EEG) Analysis and Classification for Diagnosis and Prognosis of Brain Disorders</span> <br /> <br /> </h2> <div style="float: left;"> <img id="ctl00_pageContent_ctl00_rptKeyNote_ctl01_ChairImage2" src="http://insticc.org/images/contacts/persons/4b11e874-3daa-4a96-950e-a7c9a43915ff/photo/original.png" style="border-width:0px;width: 100px;border-width: 0px; border: 1px solid;margin-right: 10px;" /> </div> <div id="ctl00_pageContent_ctl00_rptKeyNote_ctl01_divKLInfo"> <strong> <span id="ctl00_pageContent_ctl00_rptKeyNote_ctl01_Label3">António Dourado</span></strong> <br /> <span id="ctl00_pageContent_ctl00_rptKeyNote_ctl01_Label4">University of Coimbra</span> <br /> <span id="ctl00_pageContent_ctl00_rptKeyNote_ctl01_Label5">Portugal</span> <br /> <a href='www.dei.uc.pt/~dourado' target="_blank">www.dei.uc.pt/~dourado</a> </div> <div></div> <div style="text-align: right">   <a id="ctl00_pageContent_ctl00_rptKeyNote_ctl01_lnkBlank"> <img id="ctl00_pageContent_ctl00_rptKeyNote_ctl01_imgBlank" class="blank" /></a> </div> <div style="float: right; text-align: right;" class="text1"> </div> <div id="ctl00_pageContent_ctl00_rptKeyNote_ctl01_divCancelled" class="divTitle"> </div> <div class="divTitle"> </div> <p id="ctl00_pageContent_ctl00_rptKeyNote_ctl01_pBio"> <strong> <span id="ctl00_pageContent_ctl00_rptKeyNote_ctl01_lblBrief">Brief Bio</span></strong> <br /> <span id="ctl00_pageContent_ctl00_rptKeyNote_ctl01_lblBio">Full Professor of FCTUC/Scientific Director of Soft Computing and Automation Group of Center for Informatics and Systems of the University of Coimbra (CISUC), since 2002. Has been and is teaching courses on Systems Engineering, Automatic Control, Instrumentation, Fuzzy Systems, Neural Networks, Theory of Computation, General Management, to Engineering Students and MSc Students, in Informatics Engineering, Electrical Engineering and Biomedical Engineering. Has been and is involved in international (namely in EU FP7 ) and national projects (in collaboration with industry) , including some Networks of Excellence. He was the coordinator of the European project EPILEPSIAE- Evolving Platform for improving the Living Expectations of Patients Suffering from Ictal Events, researching algorithms for EEG-ECG processing for epileptic seizures prediction. He is author or co-author of more than 200 international publications in referred journals, book chapters and conferences. He is member of IEEE and has been co-founder of European Control Association and Portuguese Association of Automatic Control (IFAC National Member), has been active in the international scientific community, organizing conferences, integrating Technical and Program Committees, reviewing projects and papers. Main research interests: Computational Intelligence, Signal Processing, data mining for medical and industrial applications, and intelligent control.</span> </p> <div style="text-align: justify; width: 100%"> <p id="ctl00_pageContent_ctl00_rptKeyNote_ctl01_pAbstract" style="min-height: 200px"> <br /> <strong> <span id="ctl00_pageContent_ctl00_rptKeyNote_ctl01_lblTitleAbstract">Abstract</span></strong> <br /> <span id="ctl00_pageContent_ctl00_rptKeyNote_ctl01_lblAbstract">The Electroencephalogram (EEG) is the most used multidimensional biosignal  in the study of the brain condition. Brain disorders such as depression, epilepsy, Alzheimer, Parkinson, dementia, etc., have influence in the EEG signals, allowing to process them as biomarkers of these diseases, for diagnosis and prognosis, if the proper features are found and extracted from the EEG. A brief review of the state of the art concerning the EEG acquisition and processing will be discussed. Generally the biomarking is made as a classification problem following the usual stages : pre-processing, features selection and extraction, classification, post-processing. The main difficulties in this activity concerning EEG and other biosignals is the nonlinear, nonstationary nature of the signals, and the high variability of them from patient to patient, and even for the same patient. This reduces the generalization capabilities of the classifiers, which in most of the cases use computational intelligence tools, such as artificial neural networks and support vector machines. An overview of the research going on concerning these problems will be presented and discussed, with particular emphasis in the prediction and detection of epileptic seizures.</span> </p> </div> <div id="ctl00_pageContent_ctl00_rptKeyNote_ctl01_divBackTop" class="divTop"> <a id="aBackTop" href="#top">Back to Top</a> </div> <br /> <br /> <p id="ctl00_pageContent_ctl00_rptKeyNote_ctl02_separator" style="border-bottom: 1px dotted;">   </p> <h2 class="text1"> <a name='2' visible="false"> </a></h2> <h2> <span id="ctl00_pageContent_ctl00_rptKeyNote_ctl02_Label2">Towards Lifelong Learning in Optimisation Algorithms</span> <br /> <br /> </h2> <div style="float: left;"> <img id="ctl00_pageContent_ctl00_rptKeyNote_ctl02_ChairImage2" src="http://insticc.org/images/contacts/persons/2cb725a5-1f76-4fcb-961b-a0f78e5733fd/photo/original.png" style="border-width:0px;width: 100px;border-width: 0px; border: 1px solid;margin-right: 10px;" /> </div> <div id="ctl00_pageContent_ctl00_rptKeyNote_ctl02_divKLInfo"> <strong> <span id="ctl00_pageContent_ctl00_rptKeyNote_ctl02_Label3">Emma Hart</span></strong> <br /> <span id="ctl00_pageContent_ctl00_rptKeyNote_ctl02_Label4">Edinburgh Napier University</span> <br /> <span id="ctl00_pageContent_ctl00_rptKeyNote_ctl02_Label5">United Kingdom</span> <br /> <a href='' target="_blank"></a> </div> <div></div> <div style="text-align: right"> <a href="http://vimeo.com/246803696?title=0&portrait=0" id="ctl00_pageContent_ctl00_rptKeyNote_ctl02_lnkKeynoteVideo" target="_blank"> <img src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" id="ctl00_pageContent_ctl00_rptKeyNote_ctl02_imgVideo" class="videoButton" /></a>  <a href="Documents/Previous_Invited_Speakers/2017/IJCCI2017_Emma.pdf" id="ctl00_pageContent_ctl00_rptKeyNote_ctl02_lnkKeynotePresentation" target="_blank"> <img id="ctl00_pageContent_ctl00_rptKeyNote_ctl02_imgSlides" class="slideButton" /></a> </div> <div style="float: right; text-align: right;" class="text1"> </div> <div id="ctl00_pageContent_ctl00_rptKeyNote_ctl02_divCancelled" class="divTitle"> </div> <div class="divTitle"> </div> <p id="ctl00_pageContent_ctl00_rptKeyNote_ctl02_pBio"> <strong> <span id="ctl00_pageContent_ctl00_rptKeyNote_ctl02_lblBrief">Brief Bio</span></strong> <br /> <span id="ctl00_pageContent_ctl00_rptKeyNote_ctl02_lblBio">Prof. Hart gained a 1st Class Honours Degree in Chemistry from the University of Oxford, followed by an MSc in Artificial Intelligence from the University of Edinburgh. Her PhD, also from the University of Edinburgh, explored the use of immunology as an inspiration for computing, examining a range of techniques applied to optimisation and data classification problems. She moved to Edinburgh Napier University in 2000 as a lecturer, and was promoted to a Chair in 2008 in Natural Computation. She is active world-wide in the field of Evolutionary Computation, for example as General Chair of PPSN 2016, and as a Track Chair at GECCO for several years. She has given keynotes at EURO 2016 and UKCI 2015, as well as invited talks and tutorials at many Universities and international conferences. She is Editor-in-Chief of Evolutionary Computation (MIT Press) from January 2016 and an elected member of the ACM SIGEVO Executive Board. She is also a member of the UK Operations Research Society Research Panel.</span> </p> <div style="text-align: justify; width: 100%"> <p id="ctl00_pageContent_ctl00_rptKeyNote_ctl02_pAbstract" style="min-height: 200px"> <br /> <strong> <span id="ctl00_pageContent_ctl00_rptKeyNote_ctl02_lblTitleAbstract">Abstract</span></strong> <br /> <span id="ctl00_pageContent_ctl00_rptKeyNote_ctl02_lblAbstract">Optimisation is an important activity for many businesses, providing better, faster, cheaper solutions to problems in areas including scheduling of people and processes, routing of vehicles and  packing of containers. Metaheuristic algorithms provide a pragmatic way to tackle optimisation, providing high-quality solutions in reasonable time. Unfortunately, selection and tuning of an appropriate algorithm can difficult, often requiring an expert to design the algorithm, a software engineer to implement it, and finally application of automated tuning processes to refine the chosen algorithm.  This is not only costly, requiring significant human-effort, but also results in software which can quickly become obsolete when it no longer matches the goals of a company or if the characteristics of the optimisation problems being solved changed substantially. Unlike human-beings, optimisation software is currently unable to adapt to changing scenarios or autonomously improve its behaviour over time as it learns from experience.<br> To counter this, I will propose the life-long learning optimisation system (L2O) which when faced with a continual stream of problems to optimise,  refines an existing set of algorithms so that they improve over time as they are exposed to more examples,  and automatically generates new algorithms when faced with problem instances that are completely different from those seen before. The approach is inspired by ideas from the operation of the natural immune system, which exhibits many properties of a life-long learning system that can be exploited computationally, and uses genetic programming to automatically generate new algorithms. I will give a brief overview of the immune system, focusing on highlighting its relevant computational properties and then show how it can be used to construct a lifelong learning optimisation system. The system is shown to adapt to new problems, exhibit memory, and produce efficient and effective solutions when tested in both the bin-packing and scheduling domains, representing a paradigm shift in the way we think about optimisation.<p></p></span> </p> </div> <div id="ctl00_pageContent_ctl00_rptKeyNote_ctl02_divBackTop" class="divTop"> <a id="aBackTop" href="#top">Back to Top</a> </div> <br /> <br /> <p id="ctl00_pageContent_ctl00_rptKeyNote_ctl03_separator" style="border-bottom: 1px dotted;">   </p> <h2 class="text1"> <a name='3' visible="false"> </a></h2> <h2> <span id="ctl00_pageContent_ctl00_rptKeyNote_ctl03_Label2">Ambient Intelligent Systems: The Role of Non-Intrusive and Sensitive Approaches</span> <br /> <br /> </h2> <div style="float: left;"> <img id="ctl00_pageContent_ctl00_rptKeyNote_ctl03_ChairImage2" src="http://insticc.org/images/contacts/persons/843385f7-407c-4756-9d84-4ea194bf5aa6/photo/original.png" style="border-width:0px;width: 100px;border-width: 0px; border: 1px solid;margin-right: 10px;" /> </div> <div id="ctl00_pageContent_ctl00_rptKeyNote_ctl03_divKLInfo"> <strong> <span id="ctl00_pageContent_ctl00_rptKeyNote_ctl03_Label3">Paulo Novais</span></strong> <br /> <span id="ctl00_pageContent_ctl00_rptKeyNote_ctl03_Label4">Universidade do Minho</span> <br /> <span id="ctl00_pageContent_ctl00_rptKeyNote_ctl03_Label5">Portugal</span> <br /> <a href='http://www.di.uminho.pt/~pjn' target="_blank">http://www.di.uminho.pt/~pjn</a> </div> <div></div> <div style="text-align: right"> <a href="http://vimeo.com/246973085?title=0&portrait=0" id="ctl00_pageContent_ctl00_rptKeyNote_ctl03_lnkKeynoteVideo" target="_blank"> <img src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" id="ctl00_pageContent_ctl00_rptKeyNote_ctl03_imgVideo" class="videoButton" /></a>  </div> <div style="float: right; text-align: right;" class="text1"> </div> <div id="ctl00_pageContent_ctl00_rptKeyNote_ctl03_divCancelled" class="divTitle"> </div> <div class="divTitle"> </div> <p id="ctl00_pageContent_ctl00_rptKeyNote_ctl03_pBio"> <strong> <span id="ctl00_pageContent_ctl00_rptKeyNote_ctl03_lblBrief">Brief Bio</span></strong> <br /> <span id="ctl00_pageContent_ctl00_rptKeyNote_ctl03_lblBio">Paulo Novais is an Associate Professor with Habilitation of Computer Science at the Department of Informatics, in the School of Engineering of the University of Minho (Portugal) and a researcher at the ALGORITMI Centre in which he is the coordinator of the research group ISlab - Synthetic Intelligence, and the coordinator of the research line in “Ambient intelligence for well-being and Health Applications”. He is the director of the PhD Program in Informatics and co-founder and Deputy Director of the Master in Law and Informatics at the University of Minho. His interest, in the last years, was absorbed by the different, yet closely related, concepts of Ambient Intelligence, Ambient Assisted Living, Intelligent Environments, Behavioural Analysis, Conflict Resolution and the incorporation of AI methods and techniques in these fields. His main research aim is to make systems a little more smart, intelligent and also reliable.</span> </p> <div style="text-align: justify; width: 100%"> <p id="ctl00_pageContent_ctl00_rptKeyNote_ctl03_pAbstract" style="min-height: 200px"> <br /> <strong> <span id="ctl00_pageContent_ctl00_rptKeyNote_ctl03_lblTitleAbstract">Abstract</span></strong> <br /> <span id="ctl00_pageContent_ctl00_rptKeyNote_ctl03_lblAbstract">There is currently a significant interest in consumer electronics in applications and devices that monitor and improve the user’s well-being. This is one of the key aspects in the development of ambient intelligence systems. Nonetheless, existing approaches are generally based on physiological sensors, which are intrusive and cannot be realistically used, especially in ambient intelligence in which the transparency, pervasiveness and sensitivity are paramount. We put forward a new approach to the problem in which user behavioral cues are used as an input to assess inner state. This innovative approach has been validated by research in the last years and has characteristics that may enable the development of true unobtrusive, pervasive and sensitive ambient intelligent systems.</span> </p> </div> <div id="ctl00_pageContent_ctl00_rptKeyNote_ctl03_divBackTop" class="divTop"> <a id="aBackTop" href="#top">Back to Top</a> </div> <br /> <br /> <p id="ctl00_pageContent_ctl00_rptKeyNote_ctl04_separator" style="border-bottom: 1px dotted;">   </p> <h2 class="text1"> <a name='4' visible="false"> </a></h2> <h2> <span id="ctl00_pageContent_ctl00_rptKeyNote_ctl04_Label2">Type-2 Fuzzy Systems for Human Decision Making</span> <br /> <br /> </h2> <div style="float: left;"> <img id="ctl00_pageContent_ctl00_rptKeyNote_ctl04_ChairImage2" src="http://insticc.org/images/contacts/persons/d29629b6-97d6-46a0-b76a-099fa2dd8fcd/photo/original.png" style="border-width:0px;width: 100px;border-width: 0px; border: 1px solid;margin-right: 10px;" /> </div> <div id="ctl00_pageContent_ctl00_rptKeyNote_ctl04_divKLInfo"> <strong> <span id="ctl00_pageContent_ctl00_rptKeyNote_ctl04_Label3">Jonathan Garibaldi</span></strong> <br /> <span id="ctl00_pageContent_ctl00_rptKeyNote_ctl04_Label4">University of Nottingham</span> <br /> <span id="ctl00_pageContent_ctl00_rptKeyNote_ctl04_Label5">United Kingdom</span> <br /> <a href='' target="_blank"></a> </div> <div></div> <div style="text-align: right"> <a href="http://vimeo.com/244998196?title=0&portrait=0" id="ctl00_pageContent_ctl00_rptKeyNote_ctl04_lnkKeynoteVideo" target="_blank"> <img src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" id="ctl00_pageContent_ctl00_rptKeyNote_ctl04_imgVideo" class="videoButton" /></a>  </div> <div style="float: right; text-align: right;" class="text1"> </div> <div id="ctl00_pageContent_ctl00_rptKeyNote_ctl04_divCancelled" class="divTitle"> </div> <div class="divTitle"> </div> <p id="ctl00_pageContent_ctl00_rptKeyNote_ctl04_pBio"> <strong> <span id="ctl00_pageContent_ctl00_rptKeyNote_ctl04_lblBrief">Brief Bio</span></strong> <br /> <span id="ctl00_pageContent_ctl00_rptKeyNote_ctl04_lblBio">Professor Jon Garibaldi received the BSc degree in Physics from University of Bristol, UK, in 1984, and MSc degree and PhD degree from the University of Plymouth, UK, in 1990 and 1997, respectively. Prof. Garibaldi is currently Head of School of Computer Science, University of Nottingham, Head of the Intelligent Modelling and Analysis (IMA) Research Group, Member of the Lab for Uncertainty in Data and Decision Making (LUCID) and joint Director of the Advanced Data Analysis Centre (ADAC). His main research interests include modelling uncertainty and variation in human reasoning, and in modelling and interpreting complex data to enable better decision making, particularly in medical domains. Prof. Garibaldi is the current Editor-in-Chief of IEEE Transactions on Fuzzy Systems. He has served regularly in the organising committees and programme committees of a range of leading international conferences and workshops, such as FUZZ-IEEE, WCCI, EURO and PPSN.</span> </p> <div style="text-align: justify; width: 100%"> <p id="ctl00_pageContent_ctl00_rptKeyNote_ctl04_pAbstract" style="min-height: 200px"> <br /> <strong> <span id="ctl00_pageContent_ctl00_rptKeyNote_ctl04_lblTitleAbstract">Abstract</span></strong> <br /> <span id="ctl00_pageContent_ctl00_rptKeyNote_ctl04_lblAbstract">Type-2 fuzzy sets and systems, including both interval and general type-2 sets, are now firmly established as tools for the fuzzy researcher that may be deployed on a wide range of applications and in a wide set of contexts. However, in many situations the output of type-2 systems are type-reduced and then defuzzified to an interval centroid, which are then often even simply averaged to obtain a single crisp output. Many successful applications of type-2 have been in control contexts, often focussing on reducing the RMSE. This is not taking full advantage of the extra modelling capabilities inherent in type-2 fuzzy sets. In this talk, I will present some of the current research being carried out within the LUCID group at Nottingham, and wider, into type-2 for modelling human reasoning. I will cover approaches and methodologies which make more use of type-2 capabilities, illustrating these with reference to practical applications such as classification of breast cancer tumours, modelling expert variability in cyber-security contexts, and other decision support problems.</span> </p> </div> <div id="ctl00_pageContent_ctl00_rptKeyNote_ctl04_divBackTop" class="divTop"> <a id="aBackTop" href="#top">Back to Top</a> </div> <br /> <br /> </div> </div> <div id="footer"> © <span id="ctl00_CurrentYear">2024</span>  <a href="http://www.insticc.org/" target="_blank">INSTICC</a> </div> </div> <img id="ctl00_ImageFooter" alt="footer" src="http://insticc.org/images/wise//other/footer/original.png" style="border-width:0px;" /> </div> </form>  </body> </html>

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IJCCI 2017 - KeynoteSpeakers