<div dir="ltr">We have two exciting talks this coming week.<div><br></div><div>Emma Pierson on Monday, and Berk Ustun on Wednesday.</div><div><br></div><div>Here's the announcement of Ustun's talk:</div><div><br></div><div><div class="gmail-group-header" style="box-sizing:inherit;font-family:Mallory,Verdana,Arial,Helvetica,sans-serif;font-size:17px"><span class="gmail-field gmail-field-name-title gmail-field-type-ds gmail-field-label-hidden" style="box-sizing:inherit"><span style="box-sizing:inherit"><span class="gmail-odd gmail-first gmail-last" style="box-sizing:inherit"><h1 class="gmail-title" style="box-sizing:inherit;font-weight:300;padding:0px;font-feature-settings:"kern","liga","dlig";font-size:1.76471em;line-height:normal;font-stretch:normal;color:rgb(0,60,118);text-transform:uppercase;display:inline-block">S&DS|CS JOINT SEMINAR, BERK USTUN</h1></span></span></span><span class="gmail-field gmail-field-name-field-university gmail-field-type-text gmail-field-label-hidden" style="box-sizing:inherit;margin-left:5px"><span style="box-sizing:inherit"><span class="gmail-odd gmail-first gmail-last" style="box-sizing:inherit">Harvard University</span></span></span><div class="gmail-field gmail-field-name-field-abstract-title gmail-field-type-text gmail-field-label-hidden" style="box-sizing:inherit"><div class="gmail-field-items" style="box-sizing:inherit"><div class="gmail-field-item even" style="box-sizing:inherit;font-size:20px;font-weight:600;line-height:1.2;margin-bottom:1em;margin-top:0.5em">Designing for the Last Mile in Machine Learning</div></div></div></div><div class="gmail-group-left" style="box-sizing:inherit;float:left;width:auto;padding-right:14.4844px;max-width:30%;font-family:Mallory,Verdana,Arial,Helvetica,sans-serif;font-size:17px"><div class="gmail-field gmail-field-name-field-image gmail-field-type-image gmail-field-label-hidden" style="box-sizing:inherit"><div class="gmail-field-items" style="box-sizing:inherit"><div class="gmail-field-item even" style="box-sizing:inherit"><img src="https://statistics.yale.edu/sites/default/files/styles/user_picture_node/public/bio-photo.jpg?itok=MrZxZFCJ" width="400" height="480" alt="" style="box-sizing: inherit; border: 0px; max-width: 100%; height: auto; vertical-align: bottom;"></div></div></div></div><div class="gmail-group-right" style="box-sizing:inherit;float:left;width:auto;max-width:65%;padding-left:21.7344px;font-family:Mallory,Verdana,Arial,Helvetica,sans-serif;font-size:17px"><div class="gmail-field gmail-field-name-field-event-time gmail-field-type-datetime gmail-field-label-hidden" style="box-sizing:inherit"><div class="gmail-field-items" style="box-sizing:inherit"><div class="gmail-field-item even" style="box-sizing:inherit;color:rgb(0,60,118);font-size:18px;line-height:1.4"><span class="gmail-date-display-single" style="box-sizing:inherit">Wednesday, February 26, 2020<span class="gmail-date-display-range" style="box-sizing:inherit;float:left;width:427.562px"><span class="gmail-date-display-start" style="box-sizing:inherit">4:00PM</span> to <span class="gmail-date-display-end" style="box-sizing:inherit">5:00PM</span></span></span></div></div></div><div class="gmail-field gmail-field-name-field-location gmail-field-type-location gmail-field-label-hidden" style="box-sizing:inherit"><div class="gmail-field-items" style="box-sizing:inherit"><div class="gmail-field-item even" style="box-sizing:inherit"><div class="gmail-location gmail-vcard" style="box-sizing:inherit"><div class="gmail-adr" style="box-sizing:inherit"><span class="gmail-fn" style="box-sizing:inherit">YINS</span> <span class="gmail-map-icon" style="box-sizing:inherit;margin-left:0.25em;font-size:0.925em;line-height:1.55;letter-spacing:0.05em;word-spacing:0.05em;text-transform:lowercase;font-feature-settings:"smcp""><a href="http://maps.google.com/?q=17+Hillhouse+Avenue%2C+Rm.+328%2C+New+Haven%2C+CT%2C+06511%2C+us" style="box-sizing:inherit;outline:none;line-height:inherit;color:rgb(40,109,192)">see map</a> </span><div class="gmail-street-address" style="box-sizing:inherit">17 Hillhouse Avenue, Rm. 328</div><span class="gmail-locality" style="box-sizing:inherit">New Haven</span>, <span class="gmail-region" style="box-sizing:inherit">CT</span> <span class="gmail-postal-code" style="box-sizing:inherit">06511</span></div></div></div></div></div><div class="gmail-field gmail-field-name-field-website gmail-field-type-link-field gmail-field-label-hidden" style="box-sizing:inherit"><div class="gmail-field-items" style="box-sizing:inherit"><div class="gmail-field-item even" style="box-sizing:inherit"><a href="https://www.berkustun.com/" style="box-sizing:inherit;text-decoration-line:none;outline:none;line-height:1.5;color:rgb(0,60,118);font-size:16px">Website</a></div></div></div></div><div class="gmail-group-footer" style="box-sizing:inherit;clear:both;padding-top:15px;font-family:Mallory,Verdana,Arial,Helvetica,sans-serif;font-size:17px"><div class="gmail-field gmail-field-name-body gmail-field-type-text-with-summary gmail-field-label-above" style="box-sizing:inherit"><div class="gmail-field-label" style="box-sizing:inherit;font-weight:bold">Information and Abstract: </div><div class="gmail-field-items" style="box-sizing:inherit"><div class="gmail-field-item even" style="box-sizing:inherit"><p style="box-sizing:inherit;margin:0px 0px 1em;padding:0px">Machine learning is now a general-purpose technology. In many domains, we can build models to support important decisions or automate routine tasks. Yet we may not reap their benefits due to disuse, or even inflict harm due to misuse. In this talk, I will present methodological advances that address these “last mile” challenges. First, I will describe a method to learn simple risk scores that are readily adopted for medical decision support, and discuss applications to adult ADHD diagnosis and ICU seizure prediction. Next, I will describe how machine learning models may harm individuals in consumer-facing applications by violating their right to autonomy. I will then introduce the notion of “recourse” and formalize methods to prevent such harms without interfering in model development.</p><p style="box-sizing:inherit;margin:0px 0px 1em;padding:0px"><strong style="box-sizing:inherit">Bio: </strong><a href="https://nam05.safelinks.protection.outlook.com/?url=https%3A%2F%2Fwww.berkustun.com%2F&data=02%7C01%7Cdawn.hemstock%40yale.edu%7C8c929108844b42742a5108d7af302e53%7Cdd8cbebb21394df8b4114e3e87abeb5c%7C0%7C0%7C637170493785328756&sdata=znhsnEe%2BSrwNf4aMkLD5YR8Uue7MVPeFEOYkvyG%2BTUo%3D&reserved=0" rel="nofollow" style="box-sizing:inherit;outline:none;line-height:inherit;color:rgb(40,109,192);word-break:break-word">Berk Ustun</a> is a postdoc at the Harvard Center for Research on Computation and Society. His research interests are in machine learning, optimization, and human-centered design. In particular, he focuses on developing methods to promote the adoption and responsible use of machine learning in domains such as medicine, consumer finance, and criminal justice. </p><p style="box-sizing:inherit;margin:0px 0px 1em;padding:0px">Berk has built machine learning systems that are now used by major healthcare providers for hospital readmissions prediction, ICU seizure prediction, and adult ADHD screening. His work has been covered by various media outlets, including NPR and Wired, and has won major awards, including the INFORMS Informative Applications in Analytics Award in 2016 and 2019, and the INFORMS Computing Society Best Student Paper.</p><p style="box-sizing:inherit;margin:0px 0px 1em;padding:0px">Berk holds a PhD in Electrical Engineering and Computer Science from MIT, an MS in Computation for Design and Optimization from MIT, and BS degrees in Operations Research and Economics from UC Berkeley. </p><p style="box-sizing:inherit;margin:0px 0px 1em;padding:0px">For links to papers, videos, and software, see: <a href="https://nam05.safelinks.protection.outlook.com/?url=https%3A%2F%2Fwww.berkustun.com%2F&data=02%7C01%7Cdawn.hemstock%40yale.edu%7C8c929108844b42742a5108d7af302e53%7Cdd8cbebb21394df8b4114e3e87abeb5c%7C0%7C0%7C637170493785328756&sdata=znhsnEe%2BSrwNf4aMkLD5YR8Uue7MVPeFEOYkvyG%2BTUo%3D&reserved=0" rel="nofollow" style="box-sizing:inherit;outline:none;line-height:inherit;color:rgb(40,109,192);word-break:break-word">https://www.berkustun.com</a>.</p></div></div></div></div></div></div>