<div dir="ltr">this Heinz seminar's topic may be very relevant to many of us interested in healthcare AI<br><br>Cheers<div>Artur</div><div><div class="gmail_quote"><div dir="ltr"><div><br><div><br><div class="gmail_quote"><div dir="ltr" class="gmail_attr">---------- Forwarded message ---------<br>From: <span dir="auto"><<a href="mailto:aosial@andrew.cmu.edu" target="_blank">aosial@andrew.cmu.edu</a>></span><br>Date: Fri, Oct 7, 2022 at 10:19 AM<br>Subject: Seminar: David Page, Monday Faculty Research Seminars<br>To: <<a href="mailto:heinz-faculty@lists.andrew.cmu.edu" target="_blank">heinz-faculty@lists.andrew.cmu.edu</a>>, <<a href="mailto:heinz-phd@lists.andrew.cmu.edu" target="_blank">heinz-phd@lists.andrew.cmu.edu</a>>, <<a href="mailto:chuqingj@andrew.cmu.edu" target="_blank">chuqingj@andrew.cmu.edu</a>>, <<a href="mailto:salomonsanna@gmail.com" target="_blank">salomonsanna@gmail.com</a>>, <<a href="mailto:aosial@andrew.cmu.edu" target="_blank">aosial@andrew.cmu.edu</a>><br></div><br><br><div><u></u>
<div><span><span style="display:none"></span><span><span></span><span style="display:none;font-size:1px;color:#fff;line-height:1px;height:0;max-height:0;width:0;max-width:0;opacity:0;overflow:hidden">Seminar: David Page, Monday Faculty Research Seminars</span><span aria-hidden="true"></span><table border="0" cellpadding="0" cellspacing="0" role="presentation" align="center" style="width:100%"><tbody><tr><td align="left"><div style="height:16px" aria-hidden="true"> </div><table border="0" cellpadding="0" cellspacing="0" role="presentation" align="center" style="width:100%"><tbody><tr><td align="left"><span><p>--</p></span></td></tr></tbody></table><table border="0" cellpadding="0" cellspacing="0" role="presentation" align="center" style="width:100%"><tbody><tr><td style="border:solid 1px #dadce0;border-radius:8px;direction:rtl;font-size:0;padding:24px 32px;text-align:left;vertical-align:top"><div style="font-size:13px;text-align:left;direction:ltr;display:inline-block;vertical-align:top;width:100%;overflow:hidden;word-wrap:break-word"><table border="0" cellpadding="0" cellspacing="0" role="presentation" width="100%" style="padding-right:32px;padding-left:0;table-layout:fixed"><tbody><tr><td style="padding:0;vertical-align:top"><table border="0" cellpadding="0" cellspacing="0" role="presentation" width="100%" style="table-layout:fixed"><tbody><tr><td style="font-size:0;padding:0;text-align:left;word-break:break-word;padding-bottom:2px"><div style="font-family:'Google Sans',Roboto,sans-serif;font-weight:400;font-size:22px;line-height:28px;color:#3c4043;text-decoration:none" role="presentation"><span>Seminar: David Page, Monday Faculty Research Seminars</span></div></td></tr><tr><td style="font-size:0;padding:0;text-align:left;word-break:break-word;padding-bottom:24px"><div style="font-family:Roboto,sans-serif;font-style:normal;font-weight:400;font-size:14px;line-height:20px;letter-spacing:0.2px;color:#3c4043;text-decoration:none" role="presentation"><span aria-hidden="true"></span><span>Monday Oct 17, 2022 ⋅ 12pm – 1:20pm (Eastern Time - New York)</span></div></td></tr><tr><td style="font-size:0;padding:0;text-align:left;word-break:break-word;padding-bottom:24px"><div style="font-family:Roboto,sans-serif;font-style:normal;font-weight:400;font-size:14px;line-height:20px;letter-spacing:0.2px;color:#3c4043;text-decoration:none" role="presentation"><span><u></u><u></u><u></u><u></u><u></u>Please join us on <b>Monday, October 17th</b>, from <b>12:00 PM – 01:20 PM</b> in <b>Hamburg Hall, Room 1002</b> as part of the Monday Faculty Research Seminars (MFRS). <u></u><br><u></u><br>The <b>schedule is now open</b> to reserve your time to meet with David Page on <b>October 17th</b>: <a href="https://www.google.com/url?q=https%3A%2F%2Fseminartracker.tepper.cmu.edu%2FPrivateSeminarSchedule%3FSeminarId%3D113&sa=D&ust=1665584280000000&usg=AOvVaw2Tuu-wSkeLOy5pptqvX-ZL" target="_blank"><u>Seminar Scheduler</u></a><br><u></u><br><u></u><b>Presenter: </b>David Page is a Professor of Biostatistics & Bioinformatics at Duke University. He works on algorithms for data mining and machine learning, and their applications to biomedical data, especially de-identified electronic health records and high-throughput genetic and other molecular data. Of particular interest are machine learning methods for complex multi-relational data (such as electronic health records or molecules as shown) and irregular temporal data, and methods that find causal relationships or produce human-interpretable output (such as the rules for molecular bioactivity shown in green to the side).<u></u><br><u></u><br><b>Paper:</b> "Prediction and Causation in EHRs"<br><br><b>Abstract: </b>This talk begins with two empirical results in prediction in electronic health records (EHRs). First occurrence of thousands of ICD codes can be predicted with average AUC above 0.7, and accuracies can be further significantly improved by using family histories constructed entirely automatically from de-identified patient data. The talk then turns to tasks where causal discovery is needed rather than merely prediction. Motivated first by empirical results with neural point processes and other methods, we propose a theoretical model of causal discovery that adds time and sample complexity to the normal formulations. This model shows that some traditional machine learning algorithms can be used for causal discovery, if they are modified to consider unobserved or partially-observed confounders, including time-varying confounders.<u></u><u></u><u></u><u></u><br><u></u><br><br><u></u><br><u></u>______________________________________________________<u></u><br><u></u>See the <a href="https://calendar.google.com/calendar/embed?src=heinz-events%40andrew.cmu.edu&ctz=America%2FNew_York" target="_blank"><u>Heinz Event Calendar</u></a> for additional upcoming Seminars<br><u></u><u></u></span></div></td></tr><tr><td style="font-size:0;padding:0;text-align:left;word-break:break-word;padding-bottom:24px"><div style="font-family:Roboto,sans-serif;font-style:normal;font-weight:400;font-size:14px;line-height:20px;letter-spacing:0.2px;color:#3c4043;text-decoration:none" role="presentation"><table border="0" cellpadding="0" cellspacing="0" role="presentation" style="padding-bottom:4px"><tbody><tr><td><h2 style="font-size:14px;color:#3c4043;text-decoration:none;font-weight:700;margin:0;padding:0">Location</h2></td></tr></tbody></table><span><span class="notranslate" style="font-family:Roboto,sans-serif;font-style:normal;font-weight:400;font-size:14px;line-height:20px;letter-spacing:0.2px;color:#3c4043;text-decoration:none">Location: HBH 1002 (In Person)</span><br><a href="https://www.google.com/maps/search/Location:+HBH+1002+%28In+Person%29?hl=en" style="display:inline-block;color:#1a73e8;text-decoration:none;font-weight:700" target="_blank">View map</a></span></div></td></tr><tr><td style="font-size:0;padding:0;text-align:left;word-break:break-word;padding-bottom:24px"><div style="font-family:Roboto,sans-serif;font-style:normal;font-weight:400;font-size:14px;line-height:20px;letter-spacing:0.2px;color:#3c4043;text-decoration:none" role="presentation"><table border="0" cellpadding="0" cellspacing="0" role="presentation" style="padding-bottom:4px"><tbody><tr><td><h2 style="font-size:14px;color:#3c4043;text-decoration:none;font-weight:700;margin:0;padding:0">Organizer</h2></td></tr></tbody></table><div style="color:#3c4042"><span class="notranslate"><a style="display:inline-block;color:#3c4043;text-decoration:none" href="mailto:heinz-events@andrew.cmu.edu" target="_blank">heinz-events@andrew.cmu.edu</a></span><span></span></div></div></td></tr><tr><td style="font-size:0;padding:0;text-align:left;word-break:break-word;padding-bottom:24px"><div style="font-family:Roboto,sans-serif;font-style:normal;font-weight:400;font-size:14px;line-height:20px;letter-spacing:0.2px;color:#3c4043;text-decoration:none" role="presentation"><table border="0" cellpadding="0" cellspacing="0" role="presentation" style="padding-bottom:4px"><tbody><tr><td><h2 style="font-size:14px;color:#3c4043;text-decoration:none;font-weight:700;margin:0;padding:0">Guests</h2></td></tr></tbody></table><div style="padding-bottom:4px;text-align:left;color:#3c4042"></div></div></td></tr></tbody></table></td></tr></tbody></table></div></td></tr></tbody></table></td></tr></tbody></table></span></span></div></div></div></div></div><br clear="all"><div><div dir="ltr" data-smartmail="gmail_signature"><div dir="ltr">--<div><br></div><div><div>George H. Chen</div><div>Assistant Professor, Heinz College of Information Systems and Public Policy</div><div>Affiliated Faculty, Machine Learning Department</div><div>Carnegie Mellon University</div></div></div></div></div></div>
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