Publications | UC Berkeley School of Information

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Located in the center of campus, the I School is a graduate research and education community committed to expanding access to information and to improving its usability, reliability, and credibility while preserving security and privacy.</p></div> </div> </div> </div> </div> </div> </div> </div> </div> </div></div> </li> <li class="tbm-item level-1 sub-hidden-collapse tbm-item--has-dropdown" aria-level="1" data-id="856" > <div class="tbm-link-container"> <a href="/programs" class="tbm-link level-1 tbm-toggle" aria-expanded="false"> Programs </a> <button class="tbm-submenu-toggle"><span class="visually-hidden">Toggle submenu</span></button> </div> <div class="tbm-submenu tbm-item-child tbm-has-width" style="width: 1000px;" role="list"><div class="dropdown-menu-inner"> <div class="tb-megamenu-row row-fluid"> <div class="mega-submenu-header tb-megamenu-column span8 mega-col-nav" data-width="8"><a href="/programs">Programs</a></div> </div> <div class="mega-dropdown-inner"> <div 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class="tbm-group-container tbm-item-child" role="list"><div class="dropdown-menu-inner"> <div class="mega-dropdown-inner"> <div class="tbm-row"> <div class="tbm-column span12"> <div class="tbm-column-inner"> <ul class="tbm-subnav level-2 items-7" role="list"> <li class="tbm-item level-3" aria-level="3" data-id="2247" > <div class="tbm-link-container"> <a href="https://ischoolonline.berkeley.edu/admissions/" class="tbm-link level-3" title="How to apply to the Master of Information & Data Science degree program" target="_blank"> Admissions </a> </div> </li> <li class="tbm-item level-3" aria-level="3" data-id="6656" > <div class="tbm-link-container"> <a href="/programs/mids/larson-fellowship" class="tbm-link level-3" title="The Data for Good fellowship supports MIDS students who desire to use data science to benefit society."> Jack Larson Data for Good Fellowship </a> </div> </li> <li class="tbm-item level-3" aria-level="3" data-id="9408" > <div class="tbm-link-container"> <a href="/programs/mids/tuition" class="tbm-link level-3"> Tuition & Fees </a> </div> </li> <li class="tbm-item level-3" aria-level="3" data-id="2220" > <div class="tbm-link-container"> <a href="/programs/mids/capstone" class="tbm-link level-3" title="Capstone projects are the culmination of of the Master of Information & Data Science program"> Capstone Project </a> </div> </li> <li class="tbm-item level-3 hide-submenu" aria-level="3" data-id="4930" > <div class="tbm-link-container"> <a href="/programs/mids/women" class="tbm-link level-3"> Women in MIDS </a> </div> </li> <li class="tbm-item level-3" aria-level="3" data-id="8620" > <div class="tbm-link-container"> <a href="/programs/mids/news" class="tbm-link level-3"> MIDS Curriculum News </a> </div> </li> <li class="tbm-item level-3" aria-level="3" data-id="8585" > <div class="tbm-link-container"> <a href="https://ischoolonline.berkeley.edu/form-data-science/" class="tbm-link level-3" target="_blank"> Request Information </a> </div> </li> </ul> </div> </div> </div> </div> </div></div> </li> <li class="tbm-item level-2 tbm-group" aria-level="2" data-id="4927" > <div class="tbm-link-container"> <a href="/programs/mics" class="tbm-link level-2 tbm-group-title" title="Master of Information and Cybersecurity" aria-expanded="false"> MICS Program </a> </div> <div class="tbm-group-container tbm-item-child" role="list"><div class="dropdown-menu-inner"> <div class="mega-dropdown-inner"> <div class="tbm-row"> <div class="tbm-column span12"> <div class="tbm-column-inner"> <ul class="tbm-subnav level-2 items-5" role="list"> <li class="tbm-item level-3" aria-level="3" data-id="6891" > <div class="tbm-link-container"> <a href="https://ischoolonline.berkeley.edu/admissions/" class="tbm-link level-3" target="_blank"> Admissions </a> </div> </li> <li class="tbm-item level-3" aria-level="3" data-id="8975" > <div class="tbm-link-container"> <a href="/news/mics" class="tbm-link level-3"> MICS Student News </a> </div> </li> <li class="tbm-item level-3" aria-level="3" data-id="9409" > <div class="tbm-link-container"> <a href="/programs/mics/tuition" class="tbm-link level-3"> Tuition & Fees </a> </div> </li> <li class="tbm-item level-3" aria-level="3" data-id="6889" > <div class="tbm-link-container"> <a href="/programs/mics/capstone" class="tbm-link level-3"> Capstone Project </a> </div> </li> <li class="tbm-item level-3" aria-level="3" data-id="8586" > <div class="tbm-link-container"> <a href="https://ischoolonline.berkeley.edu/form-cybersecurity/" class="tbm-link level-3" target="_blank"> Request Information </a> </div> </li> </ul> </div> </div> </div> </div> </div></div> </li> </ul> </div> </div> <div class="tbm-column span3"> <div class="tbm-column-inner"> <ul class="tbm-subnav level-1 items-3" role="list"> <li class="tbm-item level-2 tbm-group" aria-level="2" data-id="857" > <div class="tbm-link-container"> <a href="/programs/phd" class="tbm-link level-2 tbm-group-title" aria-expanded="false"> Ph.D. Program </a> </div> <div class="tbm-group-container tbm-item-child" role="list"><div class="dropdown-menu-inner"> <div class="mega-dropdown-inner"> <div class="tbm-row"> <div class="tbm-column span12"> <div class="tbm-column-inner"> <ul class="tbm-subnav level-2 items-7" role="list"> <li class="tbm-item level-3 hide-submenu" aria-level="3" data-id="2246" > <div class="tbm-link-container"> <a href="/programs/phd/admissions" class="tbm-link level-3" title="How to apply to the Ph.D. program"> Admissions </a> </div> </li> <li class="tbm-item level-3" aria-level="3" data-id="6605" > <div class="tbm-link-container"> <a href="/programs/phd/careers" class="tbm-link level-3"> Career Outcomes </a> </div> </li> <li class="tbm-item level-3" aria-level="3" data-id="2216" > <div class="tbm-link-container"> <a href="/programs/phd/degreerequirements" class="tbm-link level-3"> Degree Requirements </a> </div> </li> <li class="tbm-item level-3" aria-level="3" data-id="8390" > <div class="tbm-link-container"> <a href="/programs/phd/funding" class="tbm-link level-3"> Funding Your Education </a> </div> </li> <li class="tbm-item level-3" aria-level="3" data-id="1085" > <div class="tbm-link-container"> <a href="/programs/phd/dissertations" class="tbm-link level-3"> Dissertations </a> </div> </li> <li class="tbm-item level-3" aria-level="3" data-id="2256" > <div class="tbm-link-container"> <a href="/programs/phd/events" class="tbm-link level-3"> Admissions Events </a> </div> </li> <li class="tbm-item level-3" aria-level="3" data-id="4631" > <div class="tbm-link-container"> <a href="/programs/phd/moreinfo" class="tbm-link level-3" title="Sign up for more information about our Ph.D. program"> Request Information </a> </div> </li> </ul> </div> </div> </div> </div> </div></div> </li> <li class="tbm-item level-2 tbm-group" aria-level="2" data-id="7133" > <div class="tbm-link-container"> <a href="/programs/certificates" class="tbm-link level-2 tbm-group-title" aria-expanded="false"> Graduate Certificates </a> </div> <div class="tbm-group-container tbm-item-child" role="list"><div class="dropdown-menu-inner"> <div class="mega-dropdown-inner"> <div class="tbm-row"> <div class="tbm-column span12"> <div class="tbm-column-inner"> <ul class="tbm-subnav level-2 items-2" role="list"> <li class="tbm-item level-3 hide-submenu" aria-level="3" data-id="6786" > <div class="tbm-link-container"> <a href="/programs/data-science-certificate" class="tbm-link level-3"> Applied Data Science Certificate </a> </div> </li> <li class="tbm-item level-3 hide-submenu" aria-level="3" data-id="860" > <div class="tbm-link-container"> <a href="/programs/ictd" class="tbm-link level-3"> ICTD Certificate </a> </div> </li> </ul> </div> </div> </div> </div> </div></div> </li> <li class="tbm-item level-2 hide-submenu" aria-level="2" data-id="8976" > <div class="tbm-link-container"> <a href="/programs/cybersecurityclinic" class="tbm-link level-2"> Cybersecurity Clinic </a> </div> </li> </ul> </div> </div> <div class="tbm-column span3"> <div class="tbm-column-inner"> <div class="tbm-block"> <div class="block-inner"> <div id="block-block-content953e713f-cec1-4e84-a942-39a02dbb7ffb" class="block block-block-content block-block-content953e713f-cec1-4e84-a942-39a02dbb7ffb"> <div class="content"> <div class="clearfix text-formatted field field--name-body field--type-text-with-summary field--label-hidden field__item"><p>The School of Information offers four degrees:</p><p>The <a href="/programs/mims"><strong>Master of Information Management and Systems (MIMS)</strong></a> program educates information professionals to provide leadership for an information-driven world.</p><p>The <a href="https://ischoolonline.berkeley.edu/data-science/"><strong>Master of Information and Data Science (MIDS)</strong></a> is an online degree preparing data science professionals to solve real-world problems. The 5th Year MIDS program is a streamlined path to a MIDS degree for Cal undergraduates.</p><p>The <a href="https://ischoolonline.berkeley.edu/cybersecurity/"><strong>Master of Information and Cybersecurity (MICS)</strong></a> is an online degree preparing cybersecurity leaders for complex cybersecurity challenges.</p><p>Our <a href="/programs/phd"><strong>Ph.D. in Information Science</strong></a> is a research program for next-generation scholars of the information age.</p></div> </div> </div> </div> </div> </div> </div> </div> </div> </div></div> </li> <li class="tbm-item level-1 tbm-item--has-dropdown" aria-level="1" data-id="555" > <div class="tbm-link-container"> <a href="/courses" class="tbm-link level-1 tbm-toggle" aria-expanded="false"> Courses </a> <button class="tbm-submenu-toggle"><span class="visually-hidden">Toggle submenu</span></button> </div> <div class="tbm-submenu tbm-item-child tbm-has-width" style="width: 1000px;" role="list"><div class="dropdown-menu-inner"> <div 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Schedule </a> </div> </li> <li class="tbm-item level-3" aria-level="3" data-id="3017" > <div class="tbm-link-container"> <a href="/courses/info/2025/spring" class="tbm-link level-3" title="On-campus courses for the spring 2019 semester"> Spring 2025 Course Schedule </a> </div> </li> </ul> </div> </div> </div> </div> </div></div> </li> </ul> </div> </div> <div class="tbm-column span3"> <div class="tbm-column-inner"> <ul class="tbm-subnav level-1 items-1" role="list"> <li class="tbm-item level-2 tbm-group" aria-level="2" data-id="1416" > <div class="tbm-link-container"> <a href="/courses/datasci" class="tbm-link level-2 tbm-group-title" aria-expanded="false"> Data Science Course Catalog </a> </div> <div class="tbm-group-container tbm-item-child" role="list"><div class="dropdown-menu-inner"> <div class="mega-dropdown-inner"> <div class="tbm-row"> <div class="tbm-column span12"> <div class="tbm-column-inner"> <ul class="tbm-subnav level-2 items-3" role="list"> <li class="tbm-item level-3" aria-level="3" data-id="2217" > <div class="tbm-link-container"> <a href="/courses/datasci/2024/fall" class="tbm-link level-3"> Fall 2024 Course Schedule </a> </div> </li> <li class="tbm-item level-3" aria-level="3" data-id="3929" > <div class="tbm-link-container"> <a href="/courses/datasci/2025/spring" class="tbm-link level-3"> Spring 2025 Course Schedule </a> </div> </li> </ul> </div> </div> </div> </div> </div></div> </li> </ul> </div> </div> <div class="tbm-column span3"> <div class="tbm-column-inner"> <ul class="tbm-subnav level-1 items-1" role="list"> <li class="tbm-item level-2 tbm-group" aria-level="2" data-id="5118" > <div class="tbm-link-container"> <a href="/courses/cyber" class="tbm-link level-2 tbm-group-title" aria-expanded="false"> Cybersecurity Course Catalog </a> </div> <div class="tbm-group-container tbm-item-child" role="list"><div class="dropdown-menu-inner"> <div class="mega-dropdown-inner"> <div class="tbm-row"> <div class="tbm-column span12"> <div class="tbm-column-inner"> <ul class="tbm-subnav level-2 items-3" role="list"> <li class="tbm-item level-3" aria-level="3" data-id="6049" > <div class="tbm-link-container"> <a href="/courses/cyber/2024/fall" class="tbm-link level-3" title="Online cybersecurity courses for the fall 2018 term"> Fall 2024 Course Schedule </a> </div> </li> <li class="tbm-item level-3" aria-level="3" data-id="6050" > <div class="tbm-link-container"> <a href="/courses/cyber/2025/spring" class="tbm-link level-3" title="Online cybersecurity courses for the spring 2019 term"> Spring 2025 Course Schedule </a> </div> </li> </ul> </div> </div> </div> </div> </div></div> </li> </ul> </div> </div> <div class="tbm-column span3"> <div class="tbm-column-inner"> <div class="tbm-block"> <div class="block-inner"> <div id="block-block-content94491d8f-75c0-4e0a-b123-cbba48b402cc" class="block block-block-content block-block-content94491d8f-75c0-4e0a-b123-cbba48b402cc"> <div class="content"> <div class="clearfix text-formatted field field--name-body field--type-text-with-summary field--label-hidden field__item"><p>The School of Information's courses bridge the disciplines of information and computer science, design, social sciences, management, law, and policy. We welcome interest in our graduate-level Information classes from current UC Berkeley graduate and undergraduate students and community members. <a href="/courses/take-a-class">More information about signing up for classes.</a></p></div> </div> </div> </div> </div> </div> </div> </div> </div> </div></div> </li> <li class="tbm-item level-1 tbm-item--has-dropdown" aria-level="1" data-id="773" > <div class="tbm-link-container"> <a href="/people" class="tbm-link level-1 tbm-toggle" aria-expanded="false"> People </a> <button class="tbm-submenu-toggle"><span class="visually-hidden">Toggle submenu</span></button> </div> <div class="tbm-submenu tbm-item-child tbm-has-width" style="width: 1000px;" role="list"><div class="dropdown-menu-inner"> <div class="tb-megamenu-row row-fluid"> <div class="mega-submenu-header tb-megamenu-column span8 mega-col-nav" data-width="8"><a href="/people" data-mobile-explore-text="All People">People</a></div> </div> <div class="mega-dropdown-inner"> <div 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Credit: Chris Pizzello/AP" class="image-style-news-listing" /> </a></div></div><div class="views-field views-field-title"><span class="field-content"><a href="/news/2024/help-ai-uc-berkeley-researchers-confirm-hollywood-getting-more-diverse" hreflang="en">With the Help of AI, UC Berkeley Researchers Confirm Hollywood Is Getting More Diverse</a></span></div><div class="views-field views-field-field-teaser-text"><div class="field-content">A new study led by Professor David Bamman used facial recognition technology to track the amount of time actors appear…</div></div></div> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/news/2024/dont-worry-study-shows-youre-likely-more-creative-writer-chatgpt-now"> <img loading="lazy" src="/sites/default/files/styles/news_listing/public/2024-10/adobestock_232311459-scaled.jpeg?h=0da08316&itok=oYSD3JPo" width="150" height="150" alt="robot hand using laptop" title="Photo Credit: sompong_tom via Adobe Images" class="image-style-news-listing" /> </a></div></div><div class="views-field views-field-title"><span class="field-content"><a href="/news/2024/dont-worry-study-shows-youre-likely-more-creative-writer-chatgpt-now" hreflang="en">Don’t Worry. Study Shows You’re Likely a More Creative Writer Than ChatGPT. For Now.</a></span></div><div class="views-field views-field-field-teaser-text"><div class="field-content">UC Berkeley researcher Nina Beguš instructed both humans and AI tools to write a story based on one of two short…</div></div></div> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/news/2024/white-house-issues-new-directive-ai-and-national-security"> <img loading="lazy" src="/sites/default/files/styles/news_listing/public/2024-10/tabrez-syed-dbc9dgsjzko-unsplash.jpg?h=8d5010cd&itok=Bzaog3H5" width="150" height="150" alt="photo of the White House at night" title="White House, Washington DC (Photo by Tabrez Syed via Unsplash)" class="image-style-news-listing" /> </a></div></div><div class="views-field views-field-title"><span class="field-content"><a href="/news/2024/white-house-issues-new-directive-ai-and-national-security" hreflang="en">White House Issues New Directive on AI and National Security</a></span></div><div class="views-field views-field-field-teaser-text"><div class="field-content">Professor Deirdre Mulligan explains the Biden-Harris Administration’s new National Security Memorandum (NSM) on…</div></div></div> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/news/2024/study-shows-election-data-visualization-design-can-be-powerful-persuasion-tool"> <img loading="lazy" src="/sites/default/files/styles/news_listing/public/article_teaser_image/chase.png?h=53247445&itok=h8zylsUq" width="150" height="150" alt="Headshot, chase, guy with glasses and blue shirt" title="Chase Stokes (Photo by Brittany Hosea-Small for the School of Information)" class="image-style-news-listing" /> </a></div></div><div class="views-field views-field-title"><span class="field-content"><a href="/news/2024/study-shows-election-data-visualization-design-can-be-powerful-persuasion-tool" hreflang="en">Study Shows Election Data Visualization Design Can Be a Powerful Persuasion Tool</a></span></div><div class="views-field views-field-field-teaser-text"><div class="field-content">From election forecasts and pandemic dashboards to stock market charts and scientific figures, many people trust data…</div></div></div> <div class="clearfix"></div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div></div> </li> <li class="tbm-item level-1 tbm-item--has-dropdown" aria-level="1" data-id="1184" > <div class="tbm-link-container"> <a href="/events" class="tbm-link level-1 tbm-toggle" aria-expanded="false"> Events </a> <button class="tbm-submenu-toggle"><span class="visually-hidden">Toggle submenu</span></button> </div> <div class="tbm-submenu tbm-item-child tbm-has-width" style="width: 1000px;" role="list"><div class="dropdown-menu-inner"> <div 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</div> </li> </ul> </div> </div> </div> </div> </div></div> </li> </ul> </div> </div> <div class="tbm-column span8"> <div class="tbm-column-inner"> <div class="tbm-block"> <div class="block-inner"> <div id="block-views-blockmega-menu-block-2" class="panel-pane block-views--mega-menu-block-2 block block-views block-views-blockmega-menu-block-2"> <div class="block-content"> <div class="views-element-container"><div class="megamenu-grid view view-mega-menu view-id-mega_menu view-display-id-block_2 js-view-dom-id-88e8003802b757533e88708c940e9aee75fe2bd323a4862a02b5e721dba20dc5"> <div class="view-content"> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/events/2024/behind-startup-how-venture-capital-shapes-work-innovation-and-inequality"> <img loading="lazy" src="/sites/default/files/styles/news_listing/public/2024-11/ben-shestakofsky_0.jpg?h=6016224a&itok=lPEwjUQt" width="150" height="150" alt="Benjamin Shestakofsky" title="Benjamin Shestakofsky" class="image-style-news-listing" /> </a></div></div><div class="views-field views-field-title"><span class="field-content"><a href="/events/2024/behind-startup-how-venture-capital-shapes-work-innovation-and-inequality" hreflang="und">Behind the Startup: How Venture Capital Shapes Work, Innovation, and Inequality</a></span></div><div class="views-field views-field-field-event-date-time"><div class="field-content">December 5, 2024, 2:15 pm – 3:25 pm</div></div></div> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/events/2024/terms-disservice-stakes-human-chatbot-relationships"> <img loading="lazy" src="/sites/default/files/styles/news_listing/public/2024-11/valerie-black.png?h=f439324e&itok=Ug1kWsbw" width="150" height="150" alt="Valerie Black" title="Valerie Black" class="image-style-news-listing" /> </a></div></div><div class="views-field views-field-title"><span class="field-content"><a href="/events/2024/terms-disservice-stakes-human-chatbot-relationships" hreflang="und">Terms of (Dis)Service: The Stakes of Human-Chatbot Relationships</a></span></div><div class="views-field views-field-field-event-date-time"><div class="field-content">December 10, 2024, 2:15 pm – 3:25 pm</div></div></div> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/events/2024/cybersecurity-fall-2024-capstone-project-showcase"> <img loading="lazy" src="/sites/default/files/styles/news_listing/public/event_teaser_image/mics_banner_16x9.png?h=f30bcfc4&itok=fGVuUpMz" width="150" height="150" alt="mics_banner_16x9.png" class="image-style-news-listing" /> </a></div></div><div class="views-field views-field-title"><span class="field-content"><a href="/events/2024/cybersecurity-fall-2024-capstone-project-showcase" hreflang="und">Cybersecurity Fall 2024 Capstone Project Showcase</a></span></div><div class="views-field views-field-field-event-date-time"><div class="field-content">December 11, 2024, 4:00 pm – 6:30 pm</div></div></div> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/events/2024/uc-berkeley-cybersecurity-clinic-showcase"> <img loading="lazy" src="/sites/default/files/styles/news_listing/public/2024-11/citizenclinic.jpg?h=f0beca9a&itok=MLe4s0ve" width="150" height="150" alt="Graphic of multiple raised fists holding smartphones" class="image-style-news-listing" /> </a></div></div><div class="views-field views-field-title"><span class="field-content"><a href="/events/2024/uc-berkeley-cybersecurity-clinic-showcase" hreflang="en">UC Berkeley Cybersecurity Clinic Showcase</a></span></div><div class="views-field views-field-field-event-date-time"><div class="field-content">December 12, 2024, 12:30 pm – 2:00 pm</div></div></div> <div class="clearfix"></div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div></div> </li> </ul> </div> </div> </div> </div> </div> </header> <div class="l-main"> <div id="main-content" class="l-content" role="main"> <div class="layout-display clearfix"> <div class="l-region l-region--title"> <div id="block-pagetitle" class="block block-core block-page-title-block"> <div class="content"> </div> </div> </div> <div class="l-region l-region--content"> <div data-drupal-messages-fallback class="hidden"></div> <div id="block-i-school-i-school-system-main" class="block block-system block-system-main-block"> <div class="content"> <article class="node node--type-layout-page node--view-mode-full"> <div class="node__content"> <div class="i-school-layout two-column panel-2col-stacked"> <div class="main-region panel-col-first panel-panel"> <div class="panel-pane pane-page-title block block-ischool-content-blocks block-ischool-content-blocks-page-title"> <div class="content"> <h1>Publications</h1> </div> </div> <div class="views-element-container panel-pane block-views--publications-block-1 block block-views block-views-blockpublications-block-1"> <div class="block-content"> <div><div class="view view-publications view-id-publications view-display-id-block_1 js-view-dom-id-dd64ea58a7da9e1d6ec4168129290edcad0627ab550d1f42e84340d1a5a6b1d1"> <div class="view-content"> <div class="views-row"><div class="views-field views-field-title"><span class="field-content"><a href="/research/publications/2024/privacy-guarantees-personal-mobility-data-humanitarian-response" hreflang="en">Privacy guarantees for personal mobility data in humanitarian response</a></span></div><div class="views-field views-field-field-publication-date"><span class="views-label views-label-field-publication-date">Publication date: </span><span class="field-content"><time datetime="2024-11-19T12:00:00Z" class="datetime">2024</time> </span></div><div class="views-field views-field-field-publication-abstract"><div class="field-content"><p><span>Personal mobility data from mobile phones and other sensors are increasingly used to inform policymaking during pandemics, natural disasters, and other humanitarian crises. However, even aggregated mobility traces can reveal private information about individual movements to potentially malicious actors. This paper develops and tests an approach for releasing private mobility data, which…</div></div><div class="views-field views-field-field-publication-link"><div class="field-content"><a href="https://rdcu.be/d0NDW">View online</a></div></div></div> <div class="views-row"><div class="views-field views-field-title"><span class="field-content"><a href="/research/publications/2024/targeting-social-protection-programs-machine-learning-and-digital-data" hreflang="und">Targeting Social Protection Programs with Machine Learning and Digital Data</a></span></div><div class="views-field views-field-field-publication-date"><span class="views-label views-label-field-publication-date">Publication date: </span><span class="field-content"><time datetime="2024-05-07T12:00:00Z" class="datetime">2024</time> </span></div><div class="views-field views-field-field-publication-abstract"><div class="field-content"><p>Social protection programs are essential to assisting the poor, but governments and humanitarian agencies are rarely resourced to provide aid to all those in need, so accurate <em>targeting</em> of benefits is critical. In developed economies, targeting decisions typically rely on administrative income data or broad survey-based social registries. In low-income countries, however, poverty…</div></div><div class="views-field views-field-field-publication-link"><div class="field-content"><a href="https://escholarship.org/uc/item/8wz9q7hv">View online</a></div></div></div> <div class="views-row"><div class="views-field views-field-title"><span class="field-content"><a href="/research/publications/2024/using-aimachine-learning-extract-data-japanese-american-confinement" hreflang="und">Using AI/Machine Learning to Extract Data from Japanese American Confinement Records</a></span></div><div class="views-field views-field-field-publication-date"><span class="views-label views-label-field-publication-date">Publication date: </span><span class="field-content"><time datetime="2024-03-06T12:00:00Z" class="datetime">2024</time> </span></div><div class="views-field views-field-field-publication-abstract"><div class="field-content"><p>With funding from a 2019 National Park Service Japanese American Confinement Sites grant, The Bancroft Library digitized the complete set of Form WRA-26 “individual records” for more than 110,000 Japanese Americans incarcerated in War Relocation Authority camps during WWII. The library partnered with Doxie.AI to utilize AI/machine learning to automate text extraction from over 220,000 images;…</div></div><div class="views-field views-field-field-publication-link"><div class="field-content"></div></div></div> <div class="views-row"><div class="views-field views-field-title"><span class="field-content"><a href="/research/publications/2024/conspiracy-misinformation-radicalisation-understanding-online-pathway" hreflang="und">Conspiracy, misinformation, radicalisation: understanding the online pathway to indoctrination and opportunities for intervention</a></span></div><div class="views-field views-field-field-publication-date"><span class="views-label views-label-field-publication-date">Publication date: </span><span class="field-content"><time datetime="2024-02-20T12:00:00Z" class="datetime">2024</time> </span></div><div class="views-field views-field-field-publication-abstract"><div class="field-content"><p>In response to the rise of various fringe movements in recent years, from anti-vaxxers to QAnon, there has been increased public and scholarly attention to misinformation and conspiracy theories and the online communities that produce them. However, efforts at understanding the radicalisation process largely focus on those who go on to commit violent crimes. This article draws on three waves…</div></div><div class="views-field views-field-field-publication-link"><div class="field-content"><a href="https://journals.sagepub.com/doi/10.1177/14407833241231756">View online</a></div></div></div> <div class="views-row"><div class="views-field views-field-title"><span class="field-content"><a href="/research/publications/2024/short-essays-entrepreneurship" hreflang="und">Short Essays on Entrepreneurship</a></span></div><div class="views-field views-field-field-publication-date"><span class="views-label views-label-field-publication-date">Publication date: </span><span class="field-content"><time datetime="2024-01-11T12:00:00Z" class="datetime">2024</time> </span></div><div class="views-field views-field-field-publication-abstract"><div class="field-content"><p>The 30-chapter book contains a compelling collection of short essays that serves as a beacon for aspiring founders and business leaders alike. In this thought-provoking anthology, the author shares insights, experiences, and valuable lessons learned first-hand in building and funding successful ventures. Each short essay offers a unique perspective on key facets of entrepreneurship, through…</div></div><div class="views-field views-field-field-publication-link"><div class="field-content"><a href="https://www.amazon.com/Short-Essays-Entrepreneurship-Joyce-Shen/dp/1732955816">View online</a></div></div></div> <div class="views-row"><div class="views-field views-field-title"><span class="field-content"><a href="/research/publications/2023/educational-overview-concept-and-application-computer-vision-arthroplasty" hreflang="und">Educational overview of the concept and application of computer vision in arthroplasty</a></span></div><div class="views-field views-field-field-publication-date"><span class="views-label views-label-field-publication-date">Publication date: </span><span class="field-content"><time datetime="2023-09-30T12:00:00Z" class="datetime">2023</time> </span></div><div class="views-field views-field-field-publication-abstract"><div class="field-content">Image data has grown exponentially as systems have increased their ability to collect and store it. Unfortunately, there are limits to human resources both in time and knowledge to fully interpret and manage that data. Computer Vision (CV) has grown in popularity as a discipline for better understanding visual data. Computer Vision has become a powerful tool for imaging analytics in orthopedic…</div></div><div class="views-field views-field-field-publication-link"><div class="field-content"><a href="https://www.sciencedirect.com/science/article/pii/S0883540323008525">View online</a></div></div></div> <div class="views-row"><div class="views-field views-field-title"><span class="field-content"><a href="/research/publications/2023/application-nlp-total-joint-arthroplasty-opportunities-and-challenges" hreflang="und">Application of NLP in total joint arthroplasty: opportunities and challenges</a></span></div><div class="views-field views-field-field-publication-date"><span class="views-label views-label-field-publication-date">Publication date: </span><span class="field-content"><time datetime="2023-08-21T12:00:00Z" class="datetime">2023</time> </span></div><div class="views-field views-field-field-publication-abstract"><div class="field-content">Total joint arthroplasty (TJA) is becoming one of the most common surgeries within the United States, creating an abundance of analyzable data to improve patient experience and outcomes. Unfortunately, a large majority of this data is concealed in electronic health records only accessible by manual extraction, which takes extensive time and resources. Natural language processing (NLP), a field…</div></div><div class="views-field views-field-field-publication-link"><div class="field-content"><a href="https://www.sciencedirect.com/science/article/pii/S0883540323008549">View online</a></div></div></div> <div class="views-row"><div class="views-field views-field-title"><span class="field-content"><a href="/research/publications/2023/overview-machine-learning-orthopedic-surgery-educational-paper" hreflang="und">An overview of machine learning in orthopedic surgery: an educational paper</a></span></div><div class="views-field views-field-field-publication-date"><span class="views-label views-label-field-publication-date">Publication date: </span><span class="field-content"><time datetime="2023-08-18T12:00:00Z" class="datetime">2023</time> </span></div><div class="views-field views-field-field-publication-abstract"><div class="field-content">The growth of artificial intelligence (AI) combined with the collection and storage of large amounts of data in the electronic medical record collection (EMR) has created an opportunity for orthopaedic research and translation into the clinical environment. Machine learning (ML) is a type of AI tool well suited for processing the large amount of available data. Specific areas of ML frequently…</div></div><div class="views-field views-field-field-publication-link"><div class="field-content"><a href="https://www.sciencedirect.com/science/article/pii/S0883540323008550">View online</a></div></div></div> <div class="views-row"><div class="views-field views-field-title"><span class="field-content"><a href="/research/publications/2023/embodying-future-modeling-visually-guided-planning-prospective-mental" hreflang="und">Embodying the Future: Modeling Visually Guided Planning as Prospective Mental Simulation</a></span></div><div class="views-field views-field-field-publication-date"><span class="views-label views-label-field-publication-date">Publication date: </span><span class="field-content"><time datetime="2023-08-09T12:00:00Z" class="datetime">2023</time> </span></div><div class="views-field views-field-field-publication-abstract"><div class="field-content"><p>What would it feel like to run outside, right now, and attempt a somersault on the first surface you find? Taking seriously an invitation like this to imagine a (perhaps unlikely) future, prompts the activation of evolutionary machinery in the mind and body that took millions of years to emerge. The ability to answer this question depends upon a surprisingly complex model of yourself, the…</div></div><div class="views-field views-field-field-publication-link"><div class="field-content"></div></div></div> <div class="views-row"><div class="views-field views-field-title"><span class="field-content"><a href="/research/publications/2023/differential-privacy-black-box-statistical-analyses" hreflang="und">Differential Privacy for Black-Box Statistical Analyses</a></span></div><div class="views-field views-field-field-publication-date"><span class="views-label views-label-field-publication-date">Publication date: </span><span class="field-content"><time datetime="2023-05-22T12:00:00Z" class="datetime">2023</time> </span></div><div class="views-field views-field-field-publication-abstract"><div class="field-content"><p>We formalize a notion of a privacy wrapper, defined as an algorithm that can take an arbitrary and untrusted script and produce an output with differential privacy guarantees. Our novel privacy wrapper, named TAHOE, incorporates two design ideas: a type of stability under subsetting, and randomization over subset size. We show that TAHOE imposes differential privacy for every possible script.…</div></div><div class="views-field views-field-field-publication-link"><div class="field-content"><a href="https://petsymposium.org/popets/2023/popets-2023-0089.pdf">View online</a></div></div></div> <div class="views-row"><div class="views-field views-field-title"><span class="field-content"><a href="/research/publications/2023/monkeypox-outbreak-analysis-extensive-study-using-machine-learning-models" hreflang="und">Monkeypox Outbreak Analysis: An Extensive Study Using Machine Learning Models and Time Series Analysis</a></span></div><div class="views-field views-field-field-publication-date"><span class="views-label views-label-field-publication-date">Publication date: </span><span class="field-content"><time datetime="2023-03-30T12:00:00Z" class="datetime">2023</time> </span></div><div class="views-field views-field-field-publication-abstract"><div class="field-content"><p>The sudden unexpected rise in monkeypox cases worldwide has become an increasing concern. The zoonotic disease characterized by smallpox-like symptoms has already spread to nearly twenty countries and several continents and is labeled a potential pandemic by experts. monkeypox infections do not have specific treatments. However, since smallpox viruses are similar to monkeypox viruses…</div></div><div class="views-field views-field-field-publication-link"><div class="field-content"><a href="https://www.mdpi.com/2073-431X/12/2/36">View online</a></div></div></div> <div class="views-row"><div class="views-field views-field-title"><span class="field-content"><a href="/research/publications/2023/comparative-analysis-human-and-ai-performance-forensic-estimation" hreflang="und">A comparative analysis of human and AI performance in forensic estimation of physical attributes</a></span></div><div class="views-field views-field-field-publication-date"><span class="views-label views-label-field-publication-date">Publication date: </span><span class="field-content"><time datetime="2023-03-22T12:00:00Z" class="datetime">2023</time> </span></div><div class="views-field views-field-field-publication-abstract"><div class="field-content"><p>Human errors in criminal investigations have previously led to devastating miscarriages of justice. For example, flaws in forensic identification based on physical or photographic evidence are notoriously unreliable. The criminal justice system has, therefore, started to turn to artificial intelligence (AI) to improve the reliability and fairness of forensic identification. So as not to repeat…</div></div><div class="views-field views-field-field-publication-link"><div class="field-content"><a href="https://rdcu.be/c8klu">View online</a></div></div></div> <div class="views-row"><div class="views-field views-field-title"><span class="field-content"><a href="/research/publications/2023/sdn-and-application-layer-ddos-attacks-detection-iot-devices-attention" hreflang="und">SDN and application layer DDoS attacks detection in IoT devices by attention‐based Bi‐LSTM‐CNN</a></span></div><div class="views-field views-field-field-publication-date"><span class="views-label views-label-field-publication-date">Publication date: </span><span class="field-content"><time datetime="2023-03-01T12:00:00Z" class="datetime">2023</time> </span></div><div class="views-field views-field-field-publication-abstract"><div class="field-content"><p>The Internet of Things (IoT) is connecting more devices every day. Security is critical to ensure that the devices operate in a trusted environment. The lack of proper IoT security encourages cybercriminals to target many smart devices across the network and gain sensitive information. Distributed Denial of Service (DDoS) attacks are common in the IoT infrastructure and involve hijacking IoT…</div></div><div class="views-field views-field-field-publication-link"><div class="field-content"><a href="https://onlinelibrary.wiley.com/doi/abs/10.1002/ett.4758">View online</a></div></div></div> <div class="views-row"><div class="views-field views-field-title"><span class="field-content"><a href="/research/publications/2023/survivability-industrial-internet-things-using-machine-learning-and-smart" hreflang="und">Survivability of industrial internet of things using machine learning and smart contracts</a></span></div><div class="views-field views-field-field-publication-date"><span class="views-label views-label-field-publication-date">Publication date: </span><span class="field-content"><time datetime="2023-03-01T12:00:00Z" class="datetime">2023</time> </span></div><div class="views-field views-field-field-publication-abstract"><div class="field-content"><p>Due to data collection, there is a potential risk concerning security and privacy, so IoT reliability and survivability are of utmost concern. In this paper, we address the concern using two methods. The first method is device identification, which uses an extensive set of machine learning algorithms for identifying IoT devices. The algorithms include Logistic Regression, K- Nearest…</div></div><div class="views-field views-field-field-publication-link"><div class="field-content"><a href="https://www.sciencedirect.com/science/article/abs/pii/S0045790623000423">View online</a></div></div></div> <div class="views-row"><div class="views-field views-field-title"><span class="field-content"><a href="/research/publications/2023/transfer-learning-approach-detecting-offensive-and-hate-speech-social" hreflang="und">A transfer learning approach for detecting offensive and hate speech on social media platforms</a></span></div><div class="views-field views-field-field-publication-date"><span class="views-label views-label-field-publication-date">Publication date: </span><span class="field-content"><time datetime="2023-02-02T12:00:00Z" class="datetime">2023</time> </span></div><div class="views-field views-field-field-publication-abstract"><div class="field-content"><p>Over the last few decades, the expansion of technology and the internet has led to the number of users proliferating on social media, with a simultaneous increase in hate speech. A critical concern is, hate speech is not only responsible for igniting violence and spreading hatred, but its detection also requires a considerable amount of computing resources and content monitoring by human…</div></div><div class="views-field views-field-field-publication-link"><div class="field-content"></div></div></div> <div class="views-row"><div class="views-field views-field-title"><span class="field-content"><a href="/research/publications/2022/situating-web-searching-data-engineering-admissions-extensions-repairs" hreflang="und">Situating Web Searching in Data Engineering: Admissions, Extensions, Repairs, and Ownership</a></span></div><div class="views-field views-field-field-publication-date"><span class="views-label views-label-field-publication-date">Publication date: </span><span class="field-content"><time datetime="2022-12-16T12:00:00Z" class="datetime">2022</time> </span></div><div class="views-field views-field-field-publication-abstract"><div class="field-content"><p>When does web search work? There is a significant amount of research showing where and how web search seems to fail. Researchers identify various contributing causes of web search breakdowns: the for-profit orientation of advertising driven companies, racial capitalism, the agonistic playing field with search engine optimizers and others trying to game the algorithm, or perhaps ‘user error’.…</div></div><div class="views-field views-field-field-publication-link"><div class="field-content"><a href="https://danielsgriffin.com/assets/griffin2022situating.pdf">View online</a></div></div></div> <div class="views-row"><div class="views-field views-field-title"><span class="field-content"><a href="/research/publications/2022/creating-and-collecting-meaningful-musical-materials-machine-learning" hreflang="und">Creating and Collecting Meaningful Musical Materials with Machine Learning</a></span></div><div class="views-field views-field-field-publication-date"><span class="views-label views-label-field-publication-date">Publication date: </span><span class="field-content"><time datetime="2022-12-15T12:00:00Z" class="datetime">2022</time> </span></div><div class="views-field views-field-field-publication-abstract"><div class="field-content"><p>This dissertation explores how machine learning and artificial intelligence can be applied within music composition and production. My approach in this research stems from an underlying perspective that these technologies are deeply intertwined with the people who use them or are affected by them: we can’t hope to understand one side of the picture without looking at the other. From this…</div></div><div class="views-field views-field-field-publication-link"><div class="field-content"><a href="https://www.jongillick.com/_files/ugd/6a83bf_74b4d7330f22450c83f1c3af75815e3c.pdf">View online</a></div></div></div> <div class="views-row"><div class="views-field views-field-title"><span class="field-content"><a href="/research/publications/2022/search-quality-complaints-and-imaginary-repair-control-articulations" hreflang="und">Search quality complaints and imaginary repair: Control in articulations of Google Search</a></span></div><div class="views-field views-field-field-publication-date"><span class="views-label views-label-field-publication-date">Publication date: </span><span class="field-content"><time datetime="2022-11-23T12:00:00Z" class="datetime">2022</time> </span></div><div class="views-field views-field-field-publication-abstract"><div class="field-content"><p>In early 2017, a journalist and search engine expert wrote about “Google’s biggest ever search quality crisis.” Months later, Google hired him as the first Google “Search Liaison” (GSL). By October 2021, when someone posted to Twitter a screenshot of misleading Google Search results for “had a seizure now what,” users tagged the Twitter account of the GSL in reply. The GSL frequently publicly…</div></div><div class="views-field views-field-field-publication-link"><div class="field-content"><a href="https://doi.org/10.1177/14614448221136505">View online</a></div></div></div> <div class="views-row"><div class="views-field views-field-title"><span class="field-content"><a href="/research/publications/2022/google-scholar-platforming-scholarly-economy" hreflang="und">Google Scholar – Platforming the scholarly economy</a></span></div><div class="views-field views-field-field-publication-date"><span class="views-label views-label-field-publication-date">Publication date: </span><span class="field-content"><time datetime="2022-09-29T12:00:00Z" class="datetime">2022</time> </span></div><div class="views-field views-field-field-publication-abstract"><div class="field-content"><p>Google Scholar has become an important player in the scholarly economy. Whereas typical academic publishers sell bibliometrics, analytics and ranking products, Alphabet, through Google Scholar, provides “free” tools for academic search and scholarly evaluation that have made it central to academic practice. Leveraging political imperatives for open access publishing, Google Scholar has managed…</div></div><div class="views-field views-field-field-publication-link"><div class="field-content"><a href="https://doi.org/10.14763/2022.3.1671">View online</a></div></div></div> <div class="views-row"><div class="views-field views-field-title"><span class="field-content"><a href="/research/publications/2022/time-series-analysis-and-anomaly-detection-trustworthy-smart-homes" hreflang="und">Time series analysis and anomaly detection for trustworthy smart homes</a></span></div><div class="views-field views-field-field-publication-date"><span class="views-label views-label-field-publication-date">Publication date: </span><span class="field-content"><time datetime="2022-09-11T12:00:00Z" class="datetime">2022</time> </span></div><div class="views-field views-field-field-publication-abstract"><div class="field-content"><p>The IoT network is expected to harbor several zettabytes of information in the future. Since trust and integrity are critical to IoT, it is essential to imbibe trust into the IoT environment for ensuring dependability and reliability. We propose a machine learning-based trustworthy system for the IoT-based smart home environment. Multiple appliances connected through the internet are…</div></div><div class="views-field views-field-field-publication-link"><div class="field-content"><a href="https://www.sciencedirect.com/science/article/pii/S0045790622004347?dgcid=coauthor">View online</a></div></div></div> <div class="clearfix"></div> </div> <nav class="pager" role="navigation" aria-labelledby="pagination-heading"> <h4 id="pagination-heading" class="visually-hidden">Pagination</h4> <ul class="pager__items js-pager__items"> <li class="pager__item is-active"> <a href="?page=0" title="Current page" aria-current="page"> <span class="visually-hidden"> Current page </span>1</a> </li> <li class="pager__item"> <a href="?page=1" title="Go to page 2"> <span class="visually-hidden"> Page </span>2</a> </li> <li class="pager__item"> <a href="?page=2" title="Go to page 3"> <span class="visually-hidden"> Page </span>3</a> </li> <li class="pager__item"> <a href="?page=3" title="Go to page 4"> <span class="visually-hidden"> Page 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