<div dir="ltr"><p class="MsoNormal" align="center" style="margin:0in 24pt 0.0001pt 0in;text-align:center;text-indent:0.5in;line-height:150%;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial;font-size:12pt;font-family:"Times New Roman""><span style="font-size:15pt;line-height:150%;font-family:FZShuTi">Artificial Intelligence Seminars</span><span style="font-family:"Arial Narrow""></span></p>
<p class="MsoNormal" align="center" style="text-align:center;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial;margin:0in 0in 0.0001pt;font-size:12pt;font-family:"Times New Roman""><a name="OLE_LINK4"></a><a name="OLE_LINK3"><b><span style="font-size:15pt;font-family:Arial;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">Learning to Estimate and Detect </span></b></a></p>
<p class="MsoNormal" align="center" style="text-align:center;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial;margin:0in 0in 0.0001pt;font-size:12pt;font-family:"Times New Roman""><b><span style="font-size:15pt;font-family:Arial;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">in Communication Systems</span></b></p>
<p class="MsoNormal" align="center" style="text-align:center;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial;margin:0in 0in 0.0001pt;font-size:12pt;font-family:"Times New Roman""><b> </b></p>
<p class="MsoNormal" style="background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial;margin:0in 0in 0.0001pt;font-size:12pt;font-family:"Times New Roman""><b>Speaker </b>Duy H. N. Nguyen, Ph.D.</p>
<p class="MsoNormal" style="background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial;margin:0in 0in 0.0001pt;font-size:12pt;font-family:"Times New Roman""> Assistant Professor</p>
<p class="MsoNormal" style="background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial;margin:0in 0in 0.0001pt;font-size:12pt;font-family:"Times New Roman""> Department of
Electrical and Computer Engineering</p>
<p class="MsoNormal" style="background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial;margin:0in 0in 0.0001pt;font-size:12pt;font-family:"Times New Roman""> San Diego State University<b></b></p>
<p class="MsoNormal" style="background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial;margin:0in 0in 0.0001pt;font-size:12pt;font-family:"Times New Roman""><b> </b></p>
<p class="MsoNormal" style="background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial;margin:0in 0in 0.0001pt;font-size:12pt;font-family:"Times New Roman""><b>Where </b>GMCS-405<b></b></p>
<p class="MsoNormal" style="background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial;margin:0in 0in 0.0001pt;font-size:12pt;font-family:"Times New Roman""><b> </b></p>
<p class="MsoNormal" style="background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial;margin:0in 0in 0.0001pt;font-size:12pt;font-family:"Times New Roman""><a name="OLE_LINK2"></a><a name="OLE_LINK1"><b>When </b></a><a name="OLE_LINK6"></a><a name="OLE_LINK5">10:30am-11:30am, </a>December 6th, 2019</p>
<p class="MsoNormal" style="background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial;margin:0in 0in 0.0001pt;font-size:12pt;font-family:"Times New Roman""> </p>
<p class="MsoNormal" style="background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial;margin:0in 0in 0.0001pt;font-size:12pt;font-family:"Times New Roman""><b>Speaker</b></p>
<p class="MsoNormal" style="text-indent:0.5in;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial;margin:0in 0in 0.0001pt;font-size:12pt;font-family:"Times New Roman""> </p>
<p class="MsoNormal" style="text-align:justify;text-indent:0.5in;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial;margin:0in 0in 0.0001pt;font-size:12pt;font-family:"Times New Roman"">Duy H. N. Nguyen (Senior Member, IEEE)
is an Assistant Professor at the Department of Electrical and Computer
Engineering, San Diego State University. He received the B.Eng. from Swinburne
University of Technology, Hawthorn, VIC, Australia in 2005, the M.Sc. from University
of Saskatchewan, Saskatoon, SK, Canada in 2009 and the Ph.D. from McGill University,
Montreal, QC, Canada in 2013. He was a postdoctoral research fellow at INRS-EMT
(University of Quebec), The University of Houston and the University of Texas
at Austin. His current research interests include resource allocation in
wireless networks, signal processing for communications, optimization, game
theory and machine learning.</p>
<p class="MsoNormal" style="text-indent:0.5in;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial;margin:0in 0in 0.0001pt;font-size:12pt;font-family:"Times New Roman""> </p>
<p class="MsoNormal" style="background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial;margin:0in 0in 0.0001pt;font-size:12pt;font-family:"Times New Roman""><b>Abstract</b></p>
<p class="MsoNormal" style="text-indent:0.5in;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial;margin:0in 0in 0.0001pt;font-size:12pt;font-family:"Times New Roman""><a name="OLE_LINK7"> </a></p>
<p class="MsoNormal" style="text-align:justify;text-indent:0.5in;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial;margin:0in 0in 0.0001pt;font-size:12pt;font-family:"Times New Roman"">Estimation and detection are among the most primitive statistical signal
processing tasks in communication systems. The advancements of communication
theory in the past few decades have effectively resolved these tasks with
rigorous analysis and predictable performance guarantee, especially in Gaussian
channels. This is perhaps the reason why the field of communication theory was
reluctant in embracing the booming of machine learning. Nevertheless, there has
been a lot of interests and publications in the applications of machine learning
for communication systems in the past few years. In this talk, I will revisit
some of the basics in estimation and detection for communication systems and
examine whether machine learning techniques would be the right tools to perform
these tasks, especially in non-Gaussian channels. I will then present some of
our recent and ongoing research works in this topic.</p>
<p class="MsoNormal" style="text-indent:0.5in;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial;margin:0in 0in 0.0001pt;font-size:12pt;font-family:"Times New Roman""><span id="gmail-Straight_x0020_Connector_x0020_9" style="left: 0px; z-index: 251658240; visibility: visible;"><br>
<a name="OLE_LINK12"></a><a name="OLE_LINK11">Host: Dr. Xiaobai Liu</a></span></p>
<p class="MsoNormal" style="background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial;margin:0in 0in 0.0001pt;font-size:12pt;font-family:"Times New Roman"">Student Organizer: Patrick
Perrine (Undergraduate)</p>
<p class="MsoNormal" style="margin:0in 24pt 0.0001pt 0in;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial;font-size:12pt;font-family:"Times New Roman"">Web: sdsuai.home.blog</p><div><div dir="ltr" class="gmail_signature" data-smartmail="gmail_signature"><div dir="ltr"><div><div dir="ltr"><div><div dir="ltr"><div><div><br></div><div>Best,</div><div dir="ltr">Xiaobai Liu, PhD<div>Associate Professor of Computer Science</div><div>Director of Machine Vision and Perception Lab<br></div><div>San Diego State University</div><div>CA, 92182</div><div><br></div><div><br></div><div><br></div></div></div></div></div></div></div></div></div></div><div class="gmail_quote"><div dir="ltr"><div dir="ltr"><div><div dir="ltr"><div><div dir="ltr"><div><div dir="ltr"><div><div style="font-family:arial,helvetica,sans-serif"><i><br></i></div></div></div></div></div></div></div></div></div></div>
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