<html><body><div style="font-family: arial,helvetica,sans-serif; font-size: 12pt; color: #000000"><div data-marker="__QUOTED_TEXT__"><div class="WordSection1"><p class="MsoNormal">Susan Murphy-University of Michigan</p><p class="MsoNormal">CSML Seminar</p><p class="MsoNormal">Tuesday, February 9, 2016</p><p class="MsoNormal">12:30pm-1:30pm</p><p class="MsoNormal">Computer Science Building, Room 105</p><p class="MsoNormal">*<b>Lunch will be provided</b>*</p><p class="MsoNormal"> </p><p class="MsoNormal">Title: “Learning treatment policies in mobile health”</p><p class="MsoNormal"> </p><p class="MsoNormal">Abstract: We describe a sequence of steps that facilitate effective learning of treatment policies in mobile health. These include a clinical trial with associated sample size calculator and data analytic methods. An off-policy Actor-Critic algorithm is developed for learning a treatment policy from this clinical trial data. Open problems abound in this area, including the development of a variety of online predictors of risk of health problems, missing data and disengagement.</p><p class="MsoNormal"> </p><p class="MsoNormal">If you would like to be added to the CSML listserv, please email <a href="mailto:capizzi@princeton.edu" target="_blank" data-mce-href="mailto:capizzi@princeton.edu">capizzi@princeton.edu</a>.</p><p class="MsoNormal"> </p><p class="MsoNormal">Thanks,</p><p class="MsoNormal"> </p><p class="MsoNormal"><span style="font-family: 'Times New Roman',serif; color: black;" data-mce-style="font-family: 'Times New Roman',serif; color: black;">Joseph D. Capizzi Jr.</span></p><p class="MsoNormal"><span style="font-family: 'Times New Roman',serif; color: black;" data-mce-style="font-family: 'Times New Roman',serif; color: black;">Administrative Assistant to the Director</span></p><p class="MsoNormal"><span style="font-family: 'Times New Roman',serif; color: black;" data-mce-style="font-family: 'Times New Roman',serif; color: black;">Center for Statistics and Machine Learning</span></p><p class="MsoNormal"><span style="font-family: 'Times New Roman',serif; color: black;" data-mce-style="font-family: 'Times New Roman',serif; color: black;">Green Hall, 3-C-5</span></p><p class="MsoNormal"><span style="font-family: 'Times New Roman',serif; color: black;" data-mce-style="font-family: 'Times New Roman',serif; color: black;">Princeton University</span></p><p class="MsoNormal"><span style="font-family: 'Times New Roman',serif; color: black;" data-mce-style="font-family: 'Times New Roman',serif; color: black;">Princeton, NJ 08544</span></p><p class="MsoNormal"><span style="font-family: 'Times New Roman',serif; color: black;" data-mce-style="font-family: 'Times New Roman',serif; color: black;"><a href="mailto:capizzi@princeton.edu" target="_blank" data-mce-href="mailto:capizzi@princeton.edu"><span style="color: black;" data-mce-style="color: black;">capizzi@princeton.edu</span></a></span><br data-mce-bogus="1"></p><p class="MsoNormal"><span style="font-family: 'Times New Roman',serif; color: black;" data-mce-style="font-family: 'Times New Roman',serif; color: black;">609-258-9862</span></p><p class="MsoNormal"> </p></div><br></div><a href="//www.pinterest.com/pin/create/extension/" style="height: 20px; width: 40px; position: absolute; opacity: 0.85; z-index: 8675309; display: none; cursor: pointer; border: medium none; background-color: transparent; background-image: url("data:image/png;base64,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"); top: 909px; left: 18px;"></a></div></body></html>