<div dir="ltr">

<p class="MsoNormal" style="margin:0in 0in 0.0001pt;color:rgb(34,34,34);font-style:normal;font-variant-ligatures:normal;font-variant-caps:normal;font-weight:400;letter-spacing:normal;text-align:start;text-indent:0px;text-transform:none;white-space:normal;word-spacing:0px;text-decoration-style:initial;text-decoration-color:initial;line-height:normal;font-size:11pt;font-family:Calibri,sans-serif"><b><span style="font-size:12pt;color:rgb(34,34,34);background:white">Distinguished Lecture Series:  Cynthia Dwork, Harvard University</span></b><span style="font-size:12pt"><span></span></span></p><p class="MsoNormal" style="margin:0in 0in 0.0001pt;color:rgb(34,34,34);font-style:normal;font-variant-ligatures:normal;font-variant-caps:normal;font-weight:400;letter-spacing:normal;text-align:start;text-indent:0px;text-transform:none;white-space:normal;word-spacing:0px;background:white;text-decoration-style:initial;text-decoration-color:initial;line-height:normal;font-size:11pt;font-family:Calibri,sans-serif"><b><span style="font-size:10pt;color:rgb(48,48,48)"><span> </span></span></b></p><p class="MsoNormal" style="margin:0in 0in 0.0001pt;color:rgb(34,34,34);font-style:normal;font-variant-ligatures:normal;font-variant-caps:normal;font-weight:400;letter-spacing:normal;text-align:start;text-indent:0px;text-transform:none;white-space:normal;word-spacing:0px;background:white;text-decoration-style:initial;text-decoration-color:initial;line-height:normal;font-size:11pt;font-family:Calibri,sans-serif"><b><span style="font-size:10pt;color:rgb(48,48,48)">Monday, May 7, 2018 at 10:30 am (TIME CHANGE)<span></span></span></b></p><p class="MsoNormal" style="margin:0in 0in 0.0001pt;color:rgb(34,34,34);font-style:normal;font-variant-ligatures:normal;font-variant-caps:normal;font-weight:400;letter-spacing:normal;text-align:start;text-indent:0px;text-transform:none;white-space:normal;word-spacing:0px;background:white;text-decoration-style:initial;text-decoration-color:initial;line-height:normal;font-size:11pt;font-family:Calibri,sans-serif"><b><span style="font-size:10pt;color:rgb(48,48,48)">TTIC</span></b><span style="font-size:10pt;color:rgb(34,34,34)"><span></span></span></p><p class="MsoNormal" style="margin:0in 0in 0.0001pt;color:rgb(34,34,34);font-style:normal;font-variant-ligatures:normal;font-variant-caps:normal;font-weight:400;letter-spacing:normal;text-align:start;text-indent:0px;text-transform:none;white-space:normal;word-spacing:0px;background:white;text-decoration-style:initial;text-decoration-color:initial;line-height:normal;font-size:11pt;font-family:Calibri,sans-serif"><b><span style="font-size:10pt;color:rgb(48,48,48)">6045 S. Kenwood Avenue</span></b><span style="font-size:10pt;color:rgb(34,34,34)"><span></span></span></p><p class="MsoNormal" style="margin:0in 0in 0.0001pt;color:rgb(34,34,34);font-style:normal;font-variant-ligatures:normal;font-variant-caps:normal;font-weight:400;letter-spacing:normal;text-align:start;text-indent:0px;text-transform:none;white-space:normal;word-spacing:0px;background:white;text-decoration-style:initial;text-decoration-color:initial;line-height:normal;font-size:11pt;font-family:Calibri,sans-serif"><b><span style="font-size:10pt;color:rgb(48,48,48)">Room #526​</span></b><span style="font-size:10pt;color:rgb(34,34,34)"><span></span></span></p><p class="MsoNormal" style="margin:0in 0in 0.0001pt;color:rgb(34,34,34);font-style:normal;font-variant-ligatures:normal;font-variant-caps:normal;font-weight:400;letter-spacing:normal;text-align:start;text-indent:0px;text-transform:none;white-space:normal;word-spacing:0px;background:white;text-decoration-style:initial;text-decoration-color:initial;line-height:normal;font-size:11pt;font-family:Calibri,sans-serif"><span style="font-size:10pt;color:rgb(48,48,48)">For more details please visit our website at<span> </span></span><a href="http://www.ttic.edu/dls" style="color:rgb(5,99,193);text-decoration:underline" target="_blank"><span style="font-size:10pt">www.ttic.edu/dls</span></a><span style="font-size:10pt;color:rgb(48,48,48)"><span></span></span></p><p class="MsoNormal" style="margin:0in 0in 0.0001pt;color:rgb(34,34,34);font-style:normal;font-variant-ligatures:normal;font-variant-caps:normal;font-weight:400;letter-spacing:normal;text-align:start;text-indent:0px;text-transform:none;white-space:normal;word-spacing:0px;background:white;text-decoration-style:initial;text-decoration-color:initial;line-height:normal;font-size:11pt;font-family:Calibri,sans-serif"><b><span style="font-size:10pt;color:rgb(48,48,48)"><span> </span></span></b></p><p class="MsoNormal" style="margin:0in 0in 0.0001pt;color:rgb(34,34,34);font-style:normal;font-variant-ligatures:normal;font-variant-caps:normal;font-weight:400;letter-spacing:normal;text-align:start;text-indent:0px;text-transform:none;white-space:normal;word-spacing:0px;background:white;text-decoration-style:initial;text-decoration-color:initial;line-height:normal;font-size:11pt;font-family:Calibri,sans-serif"><b><span style="font-size:10pt;color:rgb(48,48,48)">Cynthia Dwork</span></b><span style="font-size:10pt;color:rgb(34,34,34)"><span></span></span></p><p class="m_6154223849458724308gmail-m_8054115184609704633gmail-MsoNoSpacing" style="color:rgb(34,34,34);font-style:normal;font-variant-ligatures:normal;font-variant-caps:normal;font-weight:400;letter-spacing:normal;text-align:start;text-indent:0px;text-transform:none;white-space:normal;word-spacing:0px;text-decoration-style:initial;text-decoration-color:initial;margin:0in 0in 0.0001pt;font-size:11pt;font-family:Calibri,sans-serif"><span style="font-size:10pt">Gordon McKay Professor of Computer Science<span></span></span></p><p class="m_6154223849458724308gmail-m_8054115184609704633gmail-MsoNoSpacing" style="color:rgb(34,34,34);font-style:normal;font-variant-ligatures:normal;font-variant-caps:normal;font-weight:400;letter-spacing:normal;text-align:start;text-indent:0px;text-transform:none;white-space:normal;word-spacing:0px;text-decoration-style:initial;text-decoration-color:initial;margin:0in 0in 0.0001pt;font-size:11pt;font-family:Calibri,sans-serif"><span style="font-size:10pt">Radcliffe Alumnae Professor at the Radcliffe Institute for Advanced Study<span></span></span></p><p class="m_6154223849458724308gmail-m_8054115184609704633gmail-MsoNoSpacing" style="color:rgb(34,34,34);font-style:normal;font-variant-ligatures:normal;font-variant-caps:normal;font-weight:400;letter-spacing:normal;text-align:start;text-indent:0px;text-transform:none;white-space:normal;word-spacing:0px;text-decoration-style:initial;text-decoration-color:initial;margin:0in 0in 0.0001pt;font-size:11pt;font-family:Calibri,sans-serif"><span style="font-size:10pt">Affiliated Faculty at Harvard Law School<span></span></span></p><p class="m_6154223849458724308gmail-m_8054115184609704633gmail-MsoNoSpacing" style="color:rgb(34,34,34);font-style:normal;font-variant-ligatures:normal;font-variant-caps:normal;font-weight:400;letter-spacing:normal;text-align:start;text-indent:0px;text-transform:none;white-space:normal;word-spacing:0px;text-decoration-style:initial;text-decoration-color:initial;margin:0in 0in 0.0001pt;font-size:11pt;font-family:Calibri,sans-serif"><span style="font-size:10pt">Harvard University<span></span></span></p><p class="MsoNormal" style="margin:0in 0in 0.0001pt;color:rgb(34,34,34);font-style:normal;font-variant-ligatures:normal;font-variant-caps:normal;font-weight:400;letter-spacing:normal;text-align:start;text-indent:0px;text-transform:none;white-space:normal;word-spacing:0px;background:white;text-decoration-style:initial;text-decoration-color:initial;line-height:14.6pt;font-size:11pt;font-family:Calibri,sans-serif"><a href="https://www.seas.harvard.edu/directory/dwork" style="color:rgb(5,99,193);text-decoration:underline" target="_blank">https://www.seas.harvard.edu/d<wbr>irectory/dwork</a><span></span></p><p class="MsoNormal" style="margin:0in 0in 0.0001pt;color:rgb(34,34,34);font-style:normal;font-variant-ligatures:normal;font-variant-caps:normal;font-weight:400;letter-spacing:normal;text-align:start;text-indent:0px;text-transform:none;white-space:normal;word-spacing:0px;background:white;text-decoration-style:initial;text-decoration-color:initial;line-height:14.6pt;font-size:11pt;font-family:Calibri,sans-serif"><span style="font-size:10pt;color:rgb(34,34,34)"><span> </span></span></p><p class="MsoNormal" style="margin:0in 0in 0.0001pt;color:rgb(34,34,34);font-style:normal;font-variant-ligatures:normal;font-variant-caps:normal;font-weight:400;letter-spacing:normal;text-align:start;text-indent:0px;text-transform:none;white-space:normal;word-spacing:0px;background:white;text-decoration-style:initial;text-decoration-color:initial;line-height:14.6pt;font-size:11pt;font-family:Calibri,sans-serif"><b><u><span style="font-size:10pt;color:rgb(34,34,34)">Title</span></u></b><span style="font-size:10pt;color:rgb(34,34,34)">: What’s Fair?<span></span></span></p><p class="MsoNormal" style="margin:0in 0in 0.0001pt;color:rgb(34,34,34);font-style:normal;font-variant-ligatures:normal;font-variant-caps:normal;font-weight:400;letter-spacing:normal;text-align:start;text-indent:0px;text-transform:none;white-space:normal;word-spacing:0px;background:white;text-decoration-style:initial;text-decoration-color:initial;line-height:normal;font-size:11pt;font-family:Calibri,sans-serif"><span style="font-size:10pt;color:rgb(34,34,34)"> <span></span></span></p><p style="color:rgb(34,34,34);font-style:normal;font-variant-ligatures:normal;font-variant-caps:normal;font-weight:400;letter-spacing:normal;text-align:start;text-indent:0px;text-transform:none;white-space:normal;word-spacing:0px;background:white;text-decoration-style:initial;text-decoration-color:initial;margin:0in 0in 7.5pt;font-size:12pt;font-family:"Times New Roman",serif"><strong><u><span style="font-size:10pt;font-family:Calibri,sans-serif">Abstract</span></u></strong><strong><span style="font-size:10pt;font-family:Calibri,sans-serif">:</span></strong><span style="font-size:10pt;font-family:Calibri,sans-serif"> Data, algorithms, and systems have biases embedded within them reflecting designers’ explicit and implicit choices, historical biases, and societal priorities. They form, literally and inexorably, a codification of values. “Unfairness” of algorithms – for tasks ranging from advertising to recidivism prediction – has attracted considerable attention in the popular press. The talk will discuss recent work in the nascent mathematically rigorous study of fairness in classification and scoring.<span></span></span></p><p style="color:rgb(34,34,34);font-style:normal;font-variant-ligatures:normal;font-variant-caps:normal;font-weight:400;letter-spacing:normal;text-align:start;text-indent:0px;text-transform:none;white-space:normal;word-spacing:0px;background:white;text-decoration-style:initial;text-decoration-color:initial;margin:0in 0in 7.5pt;box-sizing:border-box;border-radius:0px;font-size:12pt;font-family:"Times New Roman",serif"><strong style="box-sizing:border-box;border-radius:0px"><u><span style="font-size:10pt;font-family:Calibri,sans-serif">Bio</span></u></strong><strong><span style="font-size:10pt;font-family:Calibri,sans-serif">:</span></strong><span style="font-size:10pt;font-family:Calibri,sans-serif"> Cynthia Dwork is the Gordon McKay Professor of Computer Science at the Paulson School of Engineering and Applied Sciences, the<span> </span><span style="color:rgb(85,85,85)">Radcliffe Alumnae Professor at the Radcliffe Institute for Advanced Study, and an Affiliated Faculty Member at Harvard Law School. She has done seminal work in distributed computing, cryptography, and privacy-preserving data analysis. Her most recent foci include stability in adaptive data analysis (especially via differential privacy) and fairness in classification.</span></span></p>


</div>