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The Authority of "Fair" in Machine Learning :: FAT ML
<!DOCTYPE html> <html lang="en" class="no-js"> <head> <meta charset="utf-8"> <meta http-equiv="X-UA-Compatible" content="IE=edge,chrome=1"> <link rel="icon" href="/static/img/favicon.ico" /> <link rel="apple-touch-icon" href="/static/img/apple-touch-icon.png"> <title>The Authority of "Fair" in Machine Learning :: FAT ML</title> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <link href="https://fonts.googleapis.com/css?family=Open+Sans:400,400i,700|Roboto+Slab:400,700" rel="stylesheet"> <link href="/static/sass/main.css" rel="stylesheet" type="text/css" /> <!-- Replace the no-js class with js --> <script> (function(H){ H.className = H.className.replace(/\bno-js\b/,'js') })(document.documentElement); </script> </head> <body class="standard-page"> <div class="site-bg"> <nav class="site-header navbar navbar-default"> <div class="container"> <div class="navbar-header"> <button type="button" class="navbar-toggle collapsed" data-toggle="collapse" data-target="#site-header-nav" aria-expanded="false"> <span class="sr-only">Toggle navigation</span> <span class="icon-bar"></span> <span class="icon-bar"></span> <span class="icon-bar"></span> </button> <a class="navbar-brand" href="/"> <img src="/static/img/fatml-header-logo.png" srcset="/static/img/fatml-header-logo.svg 1x" alt="FAT ML 2016" height="20" width="90"> </a> </div> <!-- navbar-header --> <div class="collapse navbar-collapse" id="site-header-nav"> <ul class="nav navbar-nav" role="navigation"> <li ><a href="/schedule/2018">2018</a></li> <li class="active"><a href="/schedule/2017">2017</a></li> <li ><a href="/schedule/2016">2016</a></li> <li ><a href="/schedule/2015">2015</a></li> <li ><a href="/schedule/2014">2014</a></li> <li ><a href="/organization">Organization</a></li> <li ><a href="/resources/relevant-scholarship">Resources</a></li> <li><a href="https://lists.princeton.edu/cgi-bin/wa?SUBED1=fatml&A=1">Mailing list</a></li> </ul> <ul class="nav navbar-nav navbar-right"> <!-- <li> <li><a href="/account/login/">Log in</a></li> </li> --> </ul> </div> </nav> <nav class="workshop-navbar navbar navbar-inverse"> <div class="container"> <div class="navbar-header"> <button type="button" class="navbar-toggle collapsed" data-toggle="collapse" data-target="#workshop-header-nav" aria-expanded="false"> <span class="sr-only">Toggle navigation</span> <span class="icon-bar"></span> <span class="icon-bar"></span> <span class="icon-bar"></span> </button> <a class="navbar-brand" href="/schedule/2017">2017</a> </div> <div class="collapse navbar-collapse" id="workshop-header-nav"> <ul class="nav navbar-nav" role="navigation"> <li><a href="/schedule/2017/page/call-for-papers-2017">Call for Papers</a></li> <li><a href="/schedule/2017/page/attend-2017">Attend</a></li> <li><a href="/schedule/2017">Schedule</a></li> <li><a href="/schedule/2017/speakers">Speakers</a></li> <li><a href="/schedule/2017/organizers">Organizers</a></li> <li><a href="/schedule/2017/page/papers-2017">Papers</a></li> <!-- <li><a href="/schedule/2017/attendees">Attendees</a></li> <li><a href="/schedule/2017/speakers">Speakers</a></li> --> </ul> </div> </div> </nav> <div class="general-content"> <div class="container"> <div class="presentation-detail"> <h1 class="presentation-detail__title">The Authority of "Fair" in Machine Learning</h1> <p class="presentation-detail__speaker"> <a href="/schedule/2017/speaker/michael-skirpan"> <img src="/media/cache/a9/20/a920ebb0bdfa0184636abc0c992b6fc3.jpg" class="presentation-detail__speaker-thumb"> </a> <a href="/schedule/2017/speaker/michael-skirpan"><span class="presentation-detail__speaker-name">Michael Skirpan</span></a> <!-- --> </p> <p class="presentation-detail__description"><p><strong>Michael Skirpan and Micha Gorelick</strong></p> <p>We argue for the adoption of a normative definition of fairness within the machine learning community. After characterizing this definition, we review the current literature of Fair ML in light of its implications. We end by suggesting ways to incorporate a broader community and generate further debate around how to decide what is fair in ML.</p> <p><strong>Links</strong>: <a href="http://videolectures.net/kdd2017_skirpan_machine_learning/">Video</a></p></p> </div> </div> </div> </div> <!-- site-bg --> <script type="text/javascript" src="/static/javascripts/jquery.js" charset="utf-8"></script> <script type="text/javascript" src="/static/javascripts/bootstrap.js" charset="utf-8"></script> <script type="text/javascript" src="/static/javascripts/js.cookie.js" charset="utf-8"></script> <script type="text/javascript" src="/static/conference/javascripts/profile-photo.js" charset="utf-8"></script> </body> </html>