<div dir="ltr"><div dir="ltr"><div class="gmail_default" style="font-size:small"><div class="gmail_default"><div class="gmail_default"><div style="color:rgb(80,0,80)"><font style="font-family:arial,sans-serif;color:rgb(0,0,0);vertical-align:inherit"><font style="vertical-align:inherit"><b>When:</b> </font></font><font style="color:rgb(0,0,0);vertical-align:inherit"><font style="vertical-align:inherit"><font face="arial, sans-serif"> Friday</font><span class="gmail_default" style="font-family:arial,sans-serif">, June 3rd</span><font face="arial, sans-serif"> at</font><b><font face="arial, sans-serif"> </font><span style="background-color:rgb(255,255,0)"><font face="verdana, sans-serif">12:30 pm CT</font></span></b></font></font></div><p style="color:rgb(80,0,80);font-variant-numeric:normal;font-variant-east-asian:normal;font-stretch:normal;line-height:normal;margin:0px"><font face="arial, sans-serif" color="#000000"><font style="vertical-align:inherit"><font style="vertical-align:inherit"><b><span style="background-color:rgb(255,255,0)"><br></span></b></font></font></font></p><div class="gmail_default"><font face="arial, sans-serif"><b><font color="#500050">Where: </font><font color="#000000"> </font></b><font color="#000000">Talk will be given </font><font color="#0000ff" style="font-weight:bold"><u>live, in-person</u></font><font style="color:rgb(80,0,80);font-weight:bold"> </font><font style="color:rgb(80,0,80)">at</font></font></div><p class="MsoNormal" style="margin:0in;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><font face="arial, sans-serif"><font color="#500050"> </font><font color="#000000"> TTIC, 6045 S. Kenwood Avenue</font></font></p><p class="MsoNormal" style="margin:0in;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><font face="arial, sans-serif" color="#000000"> 5th Floor, Room 530<b> </b></font></p><p class="MsoNormal" style="margin:0in;color:rgb(80,0,80);line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><b style="color:rgb(60,64,67);font-family:Roboto,Arial,sans-serif;font-size:14px;letter-spacing:0.2px;white-space:pre-wrap"><br></b></p><p class="MsoNormal" style="margin:0in;color:rgb(80,0,80);line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><b style="color:rgb(60,64,67);font-family:Roboto,Arial,sans-serif;font-size:14px;letter-spacing:0.2px;white-space:pre-wrap">Virtually:</b><span style="color:rgb(60,64,67);font-family:Roboto,Arial,sans-serif;font-size:14px;letter-spacing:0.2px;white-space:pre-wrap"> via Panopto</span><font color="#0000ff"><span style="font-family:Roboto,Arial,sans-serif;font-size:14px;letter-spacing:0.2px;white-space:pre-wrap"> </span><b>(<a href="https://uchicago.hosted.panopto.com/Panopto/Pages/Viewer.aspx?id=d31590ca-57c1-4b0d-b081-aea6012e2535" target="_blank">livestream</a>)</b></font><br></p><p class="MsoNormal" style="margin:0in 0in 0.0001pt;color:rgb(80,0,80);line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><font face="arial, sans-serif"><br></font></p><p class="MsoNormal" style="margin:0in 0in 0.0001pt;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><font face="arial, sans-serif"><font style="vertical-align:inherit"><font style="vertical-align:inherit"><font style="color:rgb(80,0,80)"><b>Who: </b> </font><font color="#500050" style="color:rgb(80,0,80)"> </font><font color="#000000"><font color="#500050"> </font> </font></font></font></font>Jamie Morgenstern, University of Washington</p><p class="MsoNormal" style="margin:0in 0in 0.0001pt;color:rgb(80,0,80);line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><br></p><div><p style="color:rgb(60,64,67);letter-spacing:0.2px;white-space:pre-wrap">
<b style="font-family:Roboto,Arial,sans-serif;font-size:14px;letter-spacing:0.2px">Title:</b><span style="font-family:Roboto,Arial,sans-serif;font-size:14px;letter-spacing:0.2px"> Learning from Multiple Data Sources</span></p><p style="color:rgb(60,64,67);letter-spacing:0.2px;white-space:pre-wrap"><b style="font-family:Roboto,Arial,sans-serif;font-size:14px;letter-spacing:0.2px">Abstract:</b><span style="font-family:Roboto,Arial,sans-serif;font-size:14px;letter-spacing:0.2px"> Many real-world ML problems violate the assumptions that (1) training data is generated iid from the same distribution, and (2) that the training and test distributions are the same. For example, many different hospitals in different locations, serving different populations, might collect data about their patients. These datasets would ideally be combined and used to train a model which would perform well on many distributions. In this talk, I will describe one approach to formalizing how to use data generated from multiple distributions, and on what test distributions we can guarantee this method will perform well.</span><br style="font-family:Roboto,Arial,sans-serif;font-size:14px;letter-spacing:0.2px"><br style="font-family:Roboto,Arial,sans-serif;font-size:14px;letter-spacing:0.2px"><span style="font-family:Roboto,Arial,sans-serif;font-size:14px;letter-spacing:0.2px">[joint work with Christopher Jung and Pranjal Awasthi]</span></p><p style="letter-spacing:0.2px;white-space:pre-wrap"><a href="https://jamiemorgenstern.com/" target="_blank">Visit Jamie Morgenstern's Homepage</a></p><p style="letter-spacing:0.2px;white-space:pre-wrap"><b style="font-family:arial,sans-serif;letter-spacing:normal"><font color="#000000">Host:</font></b><b style="color:rgb(80,0,80);font-family:arial,sans-serif;letter-spacing:normal"> </b><a href="mailto:nati@ttic.edu" target="_blank" style="font-family:arial,sans-serif;letter-spacing:normal"><b><font color="#0000ff">Nathan Srebro</font></b></a></p></div></div><div><div dir="ltr"><div dir="ltr" style="color:rgb(80,0,80)">***********************************************************************************</div></div></div></div><div class="gmail_default"><span style="font-family:arial,sans-serif"><br></span></div><div class="gmail_default"><span style="font-family:arial,sans-serif">For more information on the </span><span style="font-family:arial,sans-serif">colloquium</span><span style="font-family:arial,sans-serif"> series or to subscribe to the mailing list, please see </span><a href="http://www.ttic.edu/colloquium.php" target="_blank" style="font-family:arial,sans-serif">http://www.ttic.edu/colloquium.php</a><span style="font-family:arial,sans-serif"> </span><br></div><br class="gmail-Apple-interchange-newline"></div><div class="gmail_default" style="font-size:small"><br></div><div class="gmail_default" style="font-size:small"><br></div><div class="gmail_default" style="font-size:small"><br></div><div class="gmail_default" style="font-size:small"><br></div><div><div dir="ltr" class="gmail_signature" data-smartmail="gmail_signature"><div dir="ltr"><div><span style="font-family:arial,helvetica,sans-serif;font-size:x-small">Mary C. Marre</span><br></div><div><div><font face="arial, helvetica, sans-serif" size="1">Faculty Administrative Support</font></div><div><i><font face="arial, helvetica, sans-serif" color="#3d85c6" size="1"><b>Toyota Technological Institute</b></font></i></div><div><i><font face="arial, helvetica, sans-serif" color="#3d85c6" size="1">6045 S. Kenwood Avenue</font></i></div><div><font size="1"><i><font face="arial, helvetica, sans-serif" color="#3d85c6">Chicago, IL 60637</font></i><br></font></div><div><b><i><a href="mailto:mmarre@ttic.edu" target="_blank"><font face="arial, helvetica, sans-serif" size="1">mmarre@ttic.edu</font></a></i></b></div></div></div></div></div><br></div><br><div class="gmail_quote"><div dir="ltr" class="gmail_attr">On Thu, Jun 2, 2022 at 4:20 PM Mary Marre <<a href="mailto:mmarre@ttic.edu">mmarre@ttic.edu</a>> wrote:<br></div><blockquote class="gmail_quote" style="margin:0px 0px 0px 0.8ex;border-left:1px solid rgb(204,204,204);padding-left:1ex"><div dir="ltr"><div dir="ltr"><div style="font-size:small"><div><div><div><div style="color:rgb(80,0,80)"><font style="font-family:arial,sans-serif;color:rgb(0,0,0);vertical-align:inherit"><font style="vertical-align:inherit"><b>When:</b> </font></font><font style="color:rgb(0,0,0);vertical-align:inherit"><font style="vertical-align:inherit"><font face="arial, sans-serif"> Friday</font><span class="gmail_default" style="font-family:arial,sans-serif">, June 3rd</span><font face="arial, sans-serif"> at</font><b><font face="arial, sans-serif"> </font><span style="background-color:rgb(255,255,0)"><font face="verdana, sans-serif">12:30 pm CT</font></span></b></font></font></div><p style="color:rgb(80,0,80);font-variant-numeric:normal;font-variant-east-asian:normal;font-stretch:normal;line-height:normal;margin:0px"><font face="arial, sans-serif" color="#000000"><font style="vertical-align:inherit"><font style="vertical-align:inherit"><b><span style="background-color:rgb(255,255,0)"><br></span></b></font></font></font></p><div><font face="arial, sans-serif"><b><font color="#500050">Where: </font><font color="#000000"> </font></b><font color="#000000">Talk will be given </font><font color="#0000ff" style="font-weight:bold"><u>live, in-person</u></font><font style="color:rgb(80,0,80);font-weight:bold"> </font><font style="color:rgb(80,0,80)">at</font></font></div><p class="MsoNormal" style="margin:0in;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><font face="arial, sans-serif"><font color="#500050"> </font><font color="#000000"> TTIC, 6045 S. Kenwood Avenue</font></font></p><p class="MsoNormal" style="margin:0in;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><font face="arial, sans-serif" color="#000000"> 5th Floor, Room 530<b> </b></font></p><p class="MsoNormal" style="margin:0in;color:rgb(80,0,80);line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><b style="color:rgb(60,64,67);font-family:Roboto,Arial,sans-serif;font-size:14px;letter-spacing:0.2px;white-space:pre-wrap"><br></b></p><p class="MsoNormal" style="margin:0in;color:rgb(80,0,80);line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><b style="color:rgb(60,64,67);font-family:Roboto,Arial,sans-serif;font-size:14px;letter-spacing:0.2px;white-space:pre-wrap">Virtually:</b><span style="color:rgb(60,64,67);font-family:Roboto,Arial,sans-serif;font-size:14px;letter-spacing:0.2px;white-space:pre-wrap"> via Panopto</span><font color="#0000ff"><span style="font-family:Roboto,Arial,sans-serif;font-size:14px;letter-spacing:0.2px;white-space:pre-wrap"> </span><b>(<a href="https://uchicago.hosted.panopto.com/Panopto/Pages/Viewer.aspx?id=d31590ca-57c1-4b0d-b081-aea6012e2535" target="_blank">livestream</a>)</b></font><br></p><p class="MsoNormal" style="margin:0in 0in 0.0001pt;color:rgb(80,0,80);line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><font face="arial, sans-serif"><br></font></p><p class="MsoNormal" style="margin:0in 0in 0.0001pt;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><font face="arial, sans-serif"><font style="vertical-align:inherit"><font style="vertical-align:inherit"><font style="color:rgb(80,0,80)"><b>Who: </b> </font><font color="#500050" style="color:rgb(80,0,80)"> </font><font color="#000000"><font color="#500050"> </font> </font></font></font></font>Jamie Morgenstern, University of Washington</p><p class="MsoNormal" style="margin:0in 0in 0.0001pt;color:rgb(80,0,80);line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><br></p><div><p style="color:rgb(60,64,67);letter-spacing:0.2px;white-space:pre-wrap">
<b style="font-family:Roboto,Arial,sans-serif;font-size:14px;letter-spacing:0.2px">Title:</b><span style="font-family:Roboto,Arial,sans-serif;font-size:14px;letter-spacing:0.2px"> Learning from Multiple Data Sources</span></p><p style="color:rgb(60,64,67);letter-spacing:0.2px;white-space:pre-wrap"><b style="font-family:Roboto,Arial,sans-serif;font-size:14px;letter-spacing:0.2px">Abstract:</b><span style="font-family:Roboto,Arial,sans-serif;font-size:14px;letter-spacing:0.2px"> Many real-world ML problems violate the assumptions that (1) training data is generated iid from the same distribution, and (2) that the training and test distributions are the same. For example, many different hospitals in different locations, serving different populations, might collect data about their patients. These datasets would ideally be combined and used to train a model which would perform well on many distributions. In this talk, I will describe one approach to formalizing how to use data generated from multiple distributions, and on what test distributions we can guarantee this method will perform well.</span><br style="font-family:Roboto,Arial,sans-serif;font-size:14px;letter-spacing:0.2px"><br style="font-family:Roboto,Arial,sans-serif;font-size:14px;letter-spacing:0.2px"><span style="font-family:Roboto,Arial,sans-serif;font-size:14px;letter-spacing:0.2px">[joint work with Christopher Jung and Pranjal Awasthi]</span></p><p style="letter-spacing:0.2px;white-space:pre-wrap"><a href="https://jamiemorgenstern.com/" target="_blank">Visit Jamie Morgenstern's Homepage</a></p><p style="letter-spacing:0.2px;white-space:pre-wrap"><b style="font-family:arial,sans-serif;letter-spacing:normal"><font color="#000000">Host:</font></b><b style="color:rgb(80,0,80);font-family:arial,sans-serif;letter-spacing:normal"> </b><a href="mailto:nati@ttic.edu" style="font-family:arial,sans-serif;letter-spacing:normal" target="_blank"><b><font color="#0000ff">Nathan Srebro</font></b></a></p></div></div><div><div dir="ltr"><div dir="ltr" style="color:rgb(80,0,80)">***********************************************************************************</div></div></div></div><div><span style="font-family:arial,sans-serif"><br></span></div><div><span style="font-family:arial,sans-serif">For more information on the </span><span style="font-family:arial,sans-serif">colloquium</span><span style="font-family:arial,sans-serif"> series or to subscribe to the mailing list, please see </span><a href="http://www.ttic.edu/colloquium.php" style="font-family:arial,sans-serif" target="_blank">http://www.ttic.edu/colloquium.php</a><span style="font-family:arial,sans-serif"> </span><br></div><br></div><div><br></div><div><br></div></div><div><div dir="ltr"><div dir="ltr"><div><span style="font-family:arial,helvetica,sans-serif;font-size:x-small">Mary C. Marre</span><br></div><div><div><font face="arial, helvetica, sans-serif" size="1">Faculty Administrative Support</font></div><div><i><font face="arial, helvetica, sans-serif" color="#3d85c6" size="1"><b>Toyota Technological Institute</b></font></i></div><div><i><font face="arial, helvetica, sans-serif" color="#3d85c6" size="1">6045 S. Kenwood Avenue</font></i></div><div><font size="1"><i><font face="arial, helvetica, sans-serif" color="#3d85c6">Chicago, IL 60637</font></i><br></font></div><div><b><i><a href="mailto:mmarre@ttic.edu" target="_blank"><font face="arial, helvetica, sans-serif" size="1">mmarre@ttic.edu</font></a></i></b></div></div></div></div></div><br></div><br><div class="gmail_quote"><div dir="ltr" class="gmail_attr">On Tue, May 31, 2022 at 2:19 PM Mary Marre <<a href="mailto:mmarre@ttic.edu" target="_blank">mmarre@ttic.edu</a>> wrote:<br></div><blockquote class="gmail_quote" style="margin:0px 0px 0px 0.8ex;border-left:1px solid rgb(204,204,204);padding-left:1ex"><div dir="ltr"><div style="font-size:small"><div><div><div><div style="color:rgb(80,0,80)"><font style="font-family:arial,sans-serif;color:rgb(0,0,0);vertical-align:inherit"><font style="vertical-align:inherit"><b>When:</b> </font></font><font style="color:rgb(0,0,0);vertical-align:inherit"><font style="vertical-align:inherit"><font face="arial, sans-serif"> Friday</font><span class="gmail_default" style="font-family:arial,sans-serif">, June 3rd</span><font face="arial, sans-serif"> at</font><b><font face="arial, sans-serif"> </font><span style="background-color:rgb(255,255,0)"><font face="verdana, sans-serif">12:30 pm CT</font></span></b></font></font></div><p style="color:rgb(80,0,80);font-variant-numeric:normal;font-variant-east-asian:normal;font-stretch:normal;line-height:normal;margin:0px"><font face="arial, sans-serif" color="#000000"><font style="vertical-align:inherit"><font style="vertical-align:inherit"><b><span style="background-color:rgb(255,255,0)"><br></span></b></font></font></font></p><div><font face="arial, sans-serif"><b><font color="#500050">Where: </font><font color="#000000"> </font></b><font color="#000000"><span>Talk</span> will be given </font><font color="#0000ff" style="font-weight:bold"><u>live, in-person</u></font><font style="color:rgb(80,0,80);font-weight:bold"> </font><font style="color:rgb(80,0,80)">at</font></font></div><p class="MsoNormal" style="margin:0in;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><font face="arial, sans-serif"><font color="#500050"> </font><font color="#000000"> TTIC, 6045 S. Kenwood Avenue</font></font></p><p class="MsoNormal" style="margin:0in;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><font face="arial, sans-serif" color="#000000"> 5th Floor, Room 530<b> </b></font></p><p class="MsoNormal" style="margin:0in;color:rgb(80,0,80);line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><b style="color:rgb(60,64,67);font-family:Roboto,Arial,sans-serif;font-size:14px;letter-spacing:0.2px;white-space:pre-wrap"><br></b></p><p class="MsoNormal" style="margin:0in;color:rgb(80,0,80);line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><b style="color:rgb(60,64,67);font-family:Roboto,Arial,sans-serif;font-size:14px;letter-spacing:0.2px;white-space:pre-wrap">Virtually:</b><span style="color:rgb(60,64,67);font-family:Roboto,Arial,sans-serif;font-size:14px;letter-spacing:0.2px;white-space:pre-wrap"> via Panopto</span><font color="#0000ff"><span style="font-family:Roboto,Arial,sans-serif;font-size:14px;letter-spacing:0.2px;white-space:pre-wrap"> </span><b>(<a href="https://uchicago.hosted.panopto.com/Panopto/Pages/Viewer.aspx?id=d31590ca-57c1-4b0d-b081-aea6012e2535" target="_blank">livestream</a>)</b></font><br></p><p class="MsoNormal" style="margin:0in 0in 0.0001pt;color:rgb(80,0,80);line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><font face="arial, sans-serif"><br></font></p><p class="MsoNormal" style="margin:0in 0in 0.0001pt;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><font face="arial, sans-serif"><font style="vertical-align:inherit"><font style="vertical-align:inherit"><font style="color:rgb(80,0,80)"><b>Who: </b> </font><font color="#500050" style="color:rgb(80,0,80)"> </font><font color="#000000"><font color="#500050"> </font> </font></font></font></font>Jamie Morgenstern, University of Washington</p><p class="MsoNormal" style="margin:0in 0in 0.0001pt;color:rgb(80,0,80);line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><br></p><div><p style="color:rgb(60,64,67);letter-spacing:0.2px;white-space:pre-wrap">
<b style="font-family:Roboto,Arial,sans-serif;font-size:14px;letter-spacing:0.2px">Title:</b><span style="font-family:Roboto,Arial,sans-serif;font-size:14px;letter-spacing:0.2px"> Learning from Multiple Data Sources</span></p><p style="color:rgb(60,64,67);letter-spacing:0.2px;white-space:pre-wrap"><b style="font-family:Roboto,Arial,sans-serif;font-size:14px;letter-spacing:0.2px">Abstract:</b><span style="font-family:Roboto,Arial,sans-serif;font-size:14px;letter-spacing:0.2px"> Many real-world ML problems violate the assumptions that (1) training data is generated iid from the same distribution, and (2) that the training and test distributions are the same. For example, many different hospitals in different locations, serving different populations, might collect data about their patients. These datasets would ideally be combined and used to train a model which would perform well on many distributions. In this talk, I will describe one approach to formalizing how to use data generated from multiple distributions, and on what test distributions we can guarantee this method will perform well.</span><br style="font-family:Roboto,Arial,sans-serif;font-size:14px;letter-spacing:0.2px"><br style="font-family:Roboto,Arial,sans-serif;font-size:14px;letter-spacing:0.2px"><span style="font-family:Roboto,Arial,sans-serif;font-size:14px;letter-spacing:0.2px">[joint work with Christopher Jung and Pranjal Awasthi]</span></p><p style="letter-spacing:0.2px;white-space:pre-wrap"><a href="https://jamiemorgenstern.com/" target="_blank">Visit Jamie Morgenstern's Homepage</a></p><p style="letter-spacing:0.2px;white-space:pre-wrap"><b style="font-family:arial,sans-serif;letter-spacing:normal"><font color="#000000">Host:</font></b><b style="color:rgb(80,0,80);font-family:arial,sans-serif;letter-spacing:normal"> </b><a href="mailto:nati@ttic.edu" style="font-family:arial,sans-serif;letter-spacing:normal" target="_blank"><b><font color="#0000ff">Nathan Srebro</font></b></a></p></div></div><div><div dir="ltr"><div dir="ltr" style="color:rgb(80,0,80)">***********************************************************************************</div></div></div></div><div><span style="font-family:arial,sans-serif"><br></span></div><div><span style="font-family:arial,sans-serif">For more information on the </span><span style="font-family:arial,sans-serif"><span>colloquium</span></span><span style="font-family:arial,sans-serif"> series or to subscribe to the mailing list, please see </span><a href="http://www.ttic.edu/colloquium.php" style="font-family:arial,sans-serif" target="_blank">http://www.ttic.edu/<span>colloquium</span>.php</a><span style="font-family:arial,sans-serif"> </span><br></div><br></div><div><br></div><div><br></div><div><br></div></div><div><div dir="ltr"><div dir="ltr"><div><span style="font-family:arial,helvetica,sans-serif;font-size:x-small">Mary C. Marre</span><br></div><div><div><font face="arial, helvetica, sans-serif" size="1">Faculty Administrative Support</font></div><div><i><font face="arial, helvetica, sans-serif" color="#3d85c6" size="1"><b>Toyota Technological Institute</b></font></i></div><div><i><font face="arial, helvetica, sans-serif" color="#3d85c6" size="1">6045 S. Kenwood Avenue</font></i></div><div><font size="1"><i><font face="arial, helvetica, sans-serif" color="#3d85c6">Chicago, IL 60637</font></i><br></font></div><div><b><i><a href="mailto:mmarre@ttic.edu" target="_blank"><font face="arial, helvetica, sans-serif" size="1">mmarre@ttic.edu</font></a></i></b></div></div></div></div></div></div>
</blockquote></div></div>
</blockquote></div></div>