<div dir="ltr"><p class="MsoNormal" align="center" style="text-align:center"><a name="m_7804323394316673411_OLE_LINK159"></a><a name="m_7804323394316673411_OLE_LINK158"><span style="font-size:15pt;line-height:115%;font-family:FZShuTi">Artificial Intelligence Seminars<span></span></span></a></p>
<p class="MsoNormal" align="center" style="margin-bottom:0.0001pt;text-align:center;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><b><span style="font-size:15pt;font-family:"Arial Black",sans-serif">Analyzing Human Dynamics
with Machine Learning and Data Mining Methods</span></b><b><span style="font-size:12pt;font-family:"Times New Roman",serif"><span></span></span></b></p><p class="MsoNormal" align="center" style="margin-bottom:0.0001pt;text-align:center;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><b><span style="font-size:15pt;font-family:"Arial Black",sans-serif"><br></span></b></p>
<p class="MsoNormal" style="margin-bottom:0.0001pt;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><b><span style="font-size:12pt;font-family:"Times New Roman",serif">Speaker
</span></b><span style="font-size:12pt;font-family:"Times New Roman",serif">Dr. Ming-Hsiang
(Ming) Tsou, PhD<span></span></span></p>
<p class="MsoNormal" style="margin-bottom:0.0001pt;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><span style="font-size:12pt;font-family:"Times New Roman",serif"> Professor<span></span></span></p>
<p class="MsoNormal" style="margin-bottom:0.0001pt;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><span style="font-size:12pt;font-family:"Times New Roman",serif"> Department
of Geography <span></span></span></p>
<p class="MsoNormal" style="margin-bottom:0.0001pt;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><span style="font-size:12pt;font-family:"Times New Roman",serif"> San
Diego State University<b><span></span></b></span></p>
<p class="MsoNormal" style="margin-bottom:0.0001pt;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><b><span style="font-size:12pt;font-family:"Times New Roman",serif"><span> </span></span></b></p>
<p class="MsoNormal" style="margin-bottom:0.0001pt;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><b><span style="font-size:12pt;font-family:"Times New Roman",serif">Where
</span></b><span style="font-size:12pt;font-family:"Times New Roman",serif">GMCS-405<b><span></span></b></span></p>
<p class="MsoNormal" style="margin-bottom:0.0001pt;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><b><span style="font-size:12pt;font-family:"Times New Roman",serif"><span> </span></span></b></p>
<p class="MsoNormal" style="margin-bottom:0.0001pt;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><a name="m_7804323394316673411_OLE_LINK2"></a><a name="m_7804323394316673411_OLE_LINK1"><b><span style="font-size:12pt;font-family:"Times New Roman",serif">When
</span></b></a><a name="m_7804323394316673411_OLE_LINK6"></a><a name="m_7804323394316673411_OLE_LINK5"><span style="font-size:12pt;font-family:"Times New Roman",serif">10:30am-11:30am, Friday,
November 17, 2017 </span></a><span style="font-size:12pt;font-family:"Times New Roman",serif"><span></span></span></p>
<p class="m_7804323394316673411gmail-MsoListParagraph" style="margin-bottom:0.0001pt;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><span style="font-size:12pt;font-family:Symbol"><span style="font-variant-numeric:normal;font-stretch:normal;font-size:7pt;line-height:normal;font-family:"Times New Roman""> </span></span><b><span style="font-size:12pt;font-family:"Times New Roman",serif"><span> </span></span></b></p>
<p class="MsoNormal" style="margin-bottom:0.0001pt;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><b><span style="font-size:12pt;font-family:"Times New Roman",serif">About<span></span></span></b></p>
<p class="MsoNormal" style="margin-bottom:0.0001pt;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><span id="m_7804323394316673411gmail-Straight_x0020_Connector_x0020_6"><span style="font-size:12pt;font-family:"Times New Roman",serif"><span> </span></span></span></p>
<p class="MsoNormal" style="margin-bottom:0.0001pt;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><b><span style="font-family:"Times New Roman",serif">Dr. Ming-Hsiang (Ming) Tsou</span></b><span style="font-family:"Times New Roman",serif"> </span><span style="font-size:12pt;font-family:"Times New Roman",serif">is a Professor of
Geography, San Diego State University (SDSU) and the Founding Director of the
Center for Human Dynamics in the Mobile Age (HDMA). His research interests are
in Big Data, </span><b><span style="font-family:"Times New Roman",serif">Human Dynamics, Social Media, Visualization, and Internet GIS. </span></b><span style="font-size:12pt;font-family:"Times New Roman",serif">He has served on two
U.S. National Academy of Science Research Committees in 2007 and 2013. Tsou has
been served as the PI in multiple large research projects funded by the
National Science Foundation. He established a new transdisciplinary research
center, Human Dynamics in the Mobile Age (</span><a href="http://humandynamics.sdsu.edu/" target="_blank"><span style="font-family:"Times New Roman",serif;color:rgb(34,34,34);text-decoration-line:none">http://humandynamics.sdsu.edu</span></a><span style="font-size:12pt;font-family:"Times New Roman",serif"><wbr>) in Spring 2014.<br>
<br>
<a name="m_7804323394316673411_OLE_LINK7"></a><a name="m_7804323394316673411_OLE_LINK4"></a><a name="m_7804323394316673411_OLE_LINK3"><b>Abstract<span></span></b></a></span></p>
<p class="MsoNormal" style="margin-bottom:0.0001pt;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><span id="m_7804323394316673411gmail-Straight_x0020_Connector_x0020_7"><span style="font-size:12pt;font-family:"Times New Roman",serif"><span> </span></span></span></p>
<p class="MsoNormal" style="margin:0in 24pt 0.0001pt 0in;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><span style="font-size:12pt;font-family:"Times New Roman",serif">Data Scientists can collect and analyze social media
and Big Data via smart phones, sensors, and mobile devices with locational
contents, such as global positioning system tags, check-ins, place names, and
user location profiles. The dynamic characteristics of social media and Big
Data provide a great research opportunity for data scientists to study and
model human behaviors, communications, and movements. This talk will introduce
a new research field in Big Data, called “human dynamics”, which is a
transdisciplinary research field focusing on the understanding of dynamic
patterns, relationships, narratives, changes, and transitions of human
activities, behaviors, and communications.
Several representative research projects, machine learning methods, and
data mining applications will be introduced in this talk.<span></span></span></p>
<p class="MsoNormal" style="margin:0in 24pt 0.0001pt 0in;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><span style="font-size:12pt;font-family:"Times New Roman",serif"><span> </span></span></p>
<p class="MsoNormal" style="margin-bottom:0.0001pt;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><b><span style="font-size:12pt;font-family:"Times New Roman",serif">Contact<span></span></span></b></p>
<p class="MsoNormal" style="margin-bottom:0.0001pt;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><br></p>
<p class="MsoNormal" style="margin:0in 24pt 0.0001pt 0in;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><span style="font-size:12pt;font-family:"Times New Roman",serif">Host: Dr.
Xiaobai Liu<span></span></span></p>
<p class="MsoNormal" style="margin:0in 24pt 0.0001pt 0in;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><span style="font-size:12pt;font-family:"Times New Roman",serif">Email: <a href="mailto:sdsuclub@gmail.com" target="_blank">sdsuclub@gmail.com</a><span></span></span></p>
<p class="MsoNormal" style="margin:0in 24pt 0.0001pt 0in;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><span style="font-size:12pt;font-family:"Times New Roman",serif">Web: <a href="http://aiclub.sdsu.edu" target="_blank">aiclub.sdsu.edu</a><span></span></span></p><p class="MsoNormal" style="margin:0in 24pt 0.0001pt 0in;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><span style="font-size:12pt;font-family:"Times New Roman",serif"><br></span></p><div><div class="m_7804323394316673411gmail_signature"><div dir="ltr"><div><div><span style="font-size:12.8px">Best,</span></div><div><span style="font-size:12.8px"><br></span></div><div dir="ltr"><span style="font-size:12.8px">Xiaobai Liu, PhD</span><div style="font-size:12.8px"><span style="font-size:12.8px">Assistant Professor</span><br></div><div style="font-size:12.8px">Department of Computer Science, <br>San Diego State University (SDSU)<br>San Diego, CA 92182<br>URL: <a href="http://cv.sdsu.edu/" target="_blank">http://cv.sdsu.edu</a></div></div></div></div></div></div>
</div>