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<div class="moz-forward-container">-------- Forwarded Message
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<td>Rutgers NHETC Seminar on Tuesday, March 7 at 2:30pm -
385E and Zoom</td>
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<td>Fri, 3 Mar 2023 19:33:55 +0000</td>
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<th valign="BASELINE" nowrap="nowrap" align="RIGHT">From: </th>
<td>Christina Pettola <a class="moz-txt-link-rfc2396E" href="mailto:cpettola@physics.rutgers.edu"><cpettola@physics.rutgers.edu></a></td>
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<th valign="BASELINE" nowrap="nowrap" align="RIGHT">To: </th>
<td><a class="moz-txt-link-abbreviated" href="mailto:allnhetc@lists.physics.rutgers.edu">allnhetc@lists.physics.rutgers.edu</a>
<a class="moz-txt-link-rfc2396E" href="mailto:allnhetc@lists.physics.rutgers.edu"><allnhetc@lists.physics.rutgers.edu></a>, Ananda Roy
<a class="moz-txt-link-rfc2396E" href="mailto:ananda.roy@physics.rutgers.edu"><ananda.roy@physics.rutgers.edu></a>, lisa
<a class="moz-txt-link-rfc2396E" href="mailto:lisa@ias.edu"><lisa@ias.edu></a></td>
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<th valign="BASELINE" nowrap="nowrap" align="RIGHT">CC: </th>
<td><a class="moz-txt-link-abbreviated" href="mailto:szewcml@ucmail.uc.edu">szewcml@ucmail.uc.edu</a> <a class="moz-txt-link-rfc2396E" href="mailto:szewcml@ucmail.uc.edu"><szewcml@ucmail.uc.edu></a></td>
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<span style="font-size:10pt;font-family:Arial, Helvetica,
sans-serif;margin:0px" class="ContentPasted0">Our
seminar next Tuesday, March 7 at 2:30 PM with
<a href="https://inspirehep.net/authors/1800706"
title="https://inspirehep.net/authors/1800706"
data-loopstyle="link" id="LPlnk328402"
moz-do-not-send="true">
Dr. Manuel Szewc</a> (University of Cincinnati)</span><span
style="font-size:10pt;font-family:Arial, Helvetica,
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held in</span><span
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class="ContentPasted0"> </span>and on Zoom</span></b><span
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<span style="font-size:10pt;font-family:Arial, Helvetica,
sans-serif;margin:0px" class="ContentPasted0">Here are
the seminar details:</span></p>
<p style="color:rgb(36, 36,
36);font-size:11pt;font-family:Calibri,
sans-serif;background-color:white;margin:0px">
<span style="font-size:10pt;font-family:Arial, Helvetica,
sans-serif;margin:0px" class="ContentPasted0"> </span></p>
<blockquote style="margin-top:0px;margin-bottom:0px">
<p style="color:rgb(36, 36,
36);font-size:11pt;font-family:Calibri,
sans-serif;background-color:white;margin:0px">
<span style="font-size:10pt;font-family:Arial,
Helvetica, sans-serif;margin:0px"></span></p>
<span style="font-family:Arial,
sans-serif;font-size:small;background-color:rgb(255,
255, 255)" class="ContentPasted1"><u><b
class="ContentPasted1">Title:</b></u>
<span><span class="ContentPasted1">Null Hypothesis Test
for Anomaly Detection</span></span><br
class="ContentPasted1">
<br class="ContentPasted1">
<u><b class="ContentPasted1">Abstra<wbr
class="ContentPasted1">ct:</b></u> </span><br
style="font-family:Arial,
sans-serif;font-size:small;background-color:rgb(255,
255, 255)" class="ContentPasted1">
<div>In this talk we present a hypothesis test designed to
exclude thebackground-o<wbr class="ContentPasted1"
style="color: inherit; font-family: inherit;
font-size: inherit; font-style: inherit;
font-variant-ligatures: inherit; font-variant-caps:
inherit; font-weight: inherit;">nly hypothesis for
Anomaly detection searchs. Extending ClassificationW<wbr
class="ContentPasted1" style="color: inherit;
font-family: inherit; font-size: inherit; font-style:
inherit; font-variant-ligatures: inherit;
font-variant-caps: inherit; font-weight: inherit;">ithout
Labels, we show that by testing for statistical
independence of the twodiscriminati<wbr
class="ContentPasted1" style="color: inherit;
font-family: inherit; font-size: inherit; font-style:
inherit; font-variant-ligatures: inherit;
font-variant-caps: inherit; font-weight: inherit;">ng
dataset regions, we are able exclude the background-only<wbr
class="ContentPasted1" style="color: inherit;
font-family: inherit; font-size: inherit; font-style:
inherit; font-variant-ligatures: inherit;
font-variant-caps: inherit; font-weight: inherit;">hypothesis
without relying on fixed anomaly score cuts or
extrapolations ofbackground estimates between regions.
The method relies on the assumption ofconditional
independence of anomaly score features and dataset
regions, whichcan be ensured using existing
decorrelation techniques. As a benchmark example,we
consider the LHC Olympics dataset where we show that
mutual informationrepr<wbr class="ContentPasted1"
style="color: inherit; font-family: inherit;
font-size: inherit; font-style: inherit;
font-variant-ligatures: inherit; font-variant-caps:
inherit; font-weight: inherit;">esents a suitable test
for statistical independence and our method
exhibitsexcelle<wbr class="ContentPasted1" style="color:
inherit; font-family: inherit; font-size: inherit;
font-style: inherit; font-variant-ligatures: inherit;
font-variant-caps: inherit; font-weight: inherit;">nt
and robust performance at different signal fractions
even in presenceof realistic feature correlations.<br>
</div>
<div><span style="font-family:Arial,
sans-serif;font-size:small;background-color:rgb(255,
255, 255)"></span></div>
<p style="color:rgb(36, 36,
36);font-size:11pt;font-family:Calibri,
sans-serif;background-color:white;margin:0px">
<span style="font-size:10pt;font-family:Arial,
Helvetica, sans-serif;margin:0px"><b><span
style="margin:0px"></span></b></span></p>
</blockquote>
<p style="color:rgb(36, 36,
36);font-size:11pt;font-family:Calibri,
sans-serif;background-color:white;margin:0px">
<span style="font-size:10pt;font-family:Arial, Helvetica,
sans-serif;margin:0px" class="ContentPasted0"> </span></p>
<span style="margin:0px" class="ContentPasted0">Thank you
and have a great weekend!</span></div>
<div style="margin:0px;background-color:white"><br
class="ContentPasted0">
</div>
<div style="margin:0px;background-color:white"
class="ContentPasted0">Sincerely,</div>
<div style="margin:0px;background-color:white"><br
class="ContentPasted0">
</div>
<span style="margin:0px;background-color:white"
class="ContentPasted0">Christina</span><br
class="ContentPasted0">
</div>
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<div><span style="color:rgb(34,34,34);
font-family:arial,sans-serif; font-size:small">Christina
Pettola</span><br>
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<div style="color:rgb(34,34,34);
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<div><font size="1" face="tahoma, sans-serif"><span
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Energy Theory Center</span></font></div>
<span style="font-size:8pt;
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<div><font face="tahoma, sans-serif"><span
style="font-size:8pt;
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The State University of New Jersey</span><br>
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<div><b><span
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font-size:8pt">Please email if you need to reach
me: </span><a
href="mailto:cpettola@physics.rutgers.edu"
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