?!DOCTYPE HTML PUBLIC "-//W3C//DTD HTML 4.0 Transitional//EN"> <!-- saved from url=(0030)http://www.math.pku.edu.cn/teachers/zhzhang/ --> <!-- saved from url=(0046)http://www.math.pku.edu.cn/teachers/zhzhang/index.html --><HTML><HEAD><TITLE>Prof. Zhihua ZHANG</TITLE> <META http-equiv=Content-Type content="text/html; charset=gb2312"> <META content="Microsoft FrontPage 5.0" name=GENERATOR></HEAD> <style> #MyBody {margin-left:200px;margin-top:40px} #PageBody {margin-left:200px; margin-right:200px; margin-bottom:100px; height:800px;} #Notice {margin-left:200px; margin-right:200px; height:12px;} </style> <html> <BODY bgColor=#ffffff> <P> <TABLE id="MyBody"> <TBODY> <TD>&nbsp; </TD> <td width="260"><img src="zhzhang.jpg" width="180" height="240" border="0" alt="Zhihua Zhang's Picture"></td> <TD></TD> <TD></TD> <TD>&nbsp;&nbsp;&nbsp; &nbsp;&nbsp;&nbsp;</TD> <TD> <!-- <H1>&nbsp;</H1> --> <br> <br> ZHANG Zhihua<br> Ph D, Professor in Statistics and CS<br> <!-- <a href="http://www.ml.pku.edu.cn/">Learning and Optimization Group (LOG) </a> f[ €O O緩zf<br> --> <!-- <a href="http://www.dl.pku.edu.cn/"> Deep Learning Lab </a> 駇f[`N瀃寶 <br> --> <a href="http://www.ml.pku.edu.cn/"> Machine Learning Lab </a> :ghVf[`N瀃寶 <br> <a href="http://www.stat.pku.edu.cn/"> Department of Probability and Statistics </a><br> <a href="http://www.math.pku.edu.cn/"> School of Mathematical Sciences </a><br> <a href="http://www.pku.edu.cn/"> Peking University </a><br> <br> Science building #1 <br> 5 Yiheyuan Road<br> Beijing 100871, China<br> <ADDRESS><A<!-- href="mailto:zhzhangATmath.pku.edu.cn"-->zhzhangATmath.pku.edu.cn</A></ADDRESS> <P> <!-- <TD>&nbsp; </TD> <td width="180"><img src="pi.jpg" width="180" height="200" border="0" alt="Lab Logo"></td> <TD></TD> --> <TD></TD> <!-- <P><BR>[ <A href="http://www.math.pku.edu.cn/teachers/zhzhang/#Pubs">Publications</A> | <A href="http://www.math.pku.edu.cn/teachers/zhzhang/#Stuff">Stuff</A> | <A href="http://www.math.pku.edu.cn/teachers/zhzhang/#Links">Links</A> ] <BR></P></TD> --> <TD></TD> <TD></TD> <TD>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </TD> <TD></TD> <TD></TD> <TD></TD> <TD>&nbsp;</TD></TR></TBODY></TABLE> <!-- <div id="Notice"> <marquee onmouseover=this.stop() onmouseout=this.start()><a> <font color="red" size="3">NOTE: "邁:ghVf[`N"孴":ghVf[`N黐簨" z皊騗6R\Ob Nwm?Yf[_>e z 颯錘(W縹聣 w  http://ocw.sjtu.edu.cn/G2S/OCW/cn/TeacherDetail.htm?id=471"0"邁:ghVf[`N"OP蛻嶯:ghVf[`N-N剉俰噑筫誰  €":ghVf[`N黐簨"OP蛻嶯:ghVf[`N-N剉閣5枌TOS筫誰0a" Nwm?Yf[_>e z錘蔛 z茐憳U_6R孴6R\O剉 T婲霳 </font></a></marquee> <marquee onmouseover=this.stop() onmouseout=this.start()><a> <font color="red" size="3">NOTE: 踒6eZS隭T1T  gtQ鲖裇€{哠賬b </font></a></marquee> </div> --> <div id="PageBody"> <HR> <A name=Recruit></A> <p> <!-- S琋'Yf[駇f[`N瀃寶/fS琋'Yf[penc褃f[xvz-N胈g蛻亯剉鶺@xxvz:g刧0僛茤觺哊S琋'Yf[(W梴:g褃f[0擽(u孴梴pef[0邁f[I{啒遅剉g;m脥剉f[€0瀃寶剉O}T/fxvz:ghVf[`N剉:gt S靊FONP枎N駇f[`N孴瀀:_f[`N 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</p> <!--<p> If you intend to join us, read this page first. <br> *俌済╜ gtQ燫eQb霳瀃寶, 鲖枡HQ桘媎k{樺w (<A HREF="recruit.pdf"> PDF</A>)--> </p> <p> </p> S'YYef[D崘n-N胈_>e哊b剉 z <A href="http://resource.pku.edu.cn/index.php?r=course/detail&id=315"> 0擽(upef[鶺@x 0</A>0 <A href="http://resource.pku.edu.cn/index.php?r=course/detail&id=303"> 0:_Sf[`N鶺@x 0</A>0<A href="http://resource.pku.edu.cn/index.php?r=course/detail&id=379"> 0:ghVf[`N黐簨 0</A>0<A href="http://resource.pku.edu.cn/index.php?r=course/detail&id=381"> 0邁:ghVf[`N 0</A> 茐憳0鲖耂朁A href="http://www.math.pku.edu.cn/teachers/zhzhang/course.pdf">  z蔛茐憳魦f </A>0 </p> 0貧魚俰噑 0 z茐憳 <LI><A href="http://www.math.pku.edu.cn/teachers/zhzhang/hdp.html"> High-Dimensional Probability (貧魚俰噑) </A> <HR> <A name=Areas></A> <H2>Research Areas</A> </H2> <UL> <LI> Machine Learning and AI</A> <!-- <LI> Natural Language Processing/Games in AI</A> --> <LI> High-Dimensional Statistics and Computation </A> <LI> High-Dimensional Probability and Theoretical CS </A> </UL> <HR> <A name=Pubs></A> <H2><A href="http://www.math.pku.edu.cn/teachers/zhzhang/pubs.html">Recent Manuscripts and Publications</A> </H2> <HR> <A name=Toolkit></A> <H2>Software or Toolkit</A> </H2> <UL> <LI><A href=" https://github.com/liber145/rlpack"> Toolkit for Reinforcement Learning Algorithms </A> </UL> <HR> <A name=course></A> <H2>Courses</H2> <UL> <LI> Theoretical Machine Learning, Spring 2022/2024 </A> <LI> Theoretical Statistics (pet邁), Fall 2023 </A> <LI> High-Dimensional Probability, Fall 2020 & Fall 2021 </A> <LI><A href="http://www.math.pku.edu.cn/teachers/zhzhang/stat.html"> Statistical Thinking (邁`魚), Spring 2021 </A> <LI> Theoretical Topics in Machine Learning, Spring 2020 </A> <!--<LI> <A href="http://www.math.pku.edu.cn/teachers/zhzhang/course.html">  z茐憳蔛魦f </A> --> <LI> Reinforcement Learning: Theory and Algorithms, Spring & Fall 2018 </A> <LI> Deep Learning, Spring 2018 </A> <LI> Bayesian Analysis and Compuation, Fall 2017</A> <!-- <LI> <A href="http://bcmi.sjtu.edu.cn/log/course.html"> An Introduction to Statistical Machine Learning, Spring 2015 </A> --> <LI> <A href="http://bcmi.sjtu.edu.cn/log/courses.html"> An Introduction to Statistical Machine Learning, Spring 2014 </A> (<A href="http://ocw.sjtu.edu.cn/G2S/OCW/cn/CourseDetails.htm?Id=398"> z茐憳</A>) (<A href="http://study.163.com/u/CapStat">Qf慛X</A>) <LI> <A href="http://bcmi.sjtu.edu.cn/log/courses.html"> Foundations of Machine Learning, Spring 2014 </A> (<A href="http://ocw.sjtu.edu.cn/G2S/OCW/cn/CourseDetails.htm?Id=397"> z茐憳</A>) (<A href="http://study.163.com/u/CapStat">Qf慛X</A>) <!-- <LI><A href="http://www.math.pku.edu.cn/teachers/zhzhang/ai.html">Reinforcement Learning: Theory and Algorithms, Spring 2018 </A> </LI> <LI><A href="http://www.math.pku.edu.cn/teachers/zhzhang/matrix.html">Deep Learning: Methods and Applications, Spring 2018 </A> </LI> <LI><A href="http://www.math.pku.edu.cn/teachers/zhzhang/convex.html">An Introduction to Bayesian Statistics, Fall 2017 </A> </LI> --> <!-- <LI> Statistical Learning (-): Statistical Fundamentals, Summer 2010 (<A href="http://10.214.22.21/office">Access restricted to members)</A> </LI> </LI> --> </UL> <HR> <A name=talk></A> <H2>Lectures and Talks</H2> <UL> <LI> The Singular Value Decomposition, Applications, and Beyond (<A HREF="papers/svd.pdf">PDF</A>) </LI> <LI> Dirichlet Processes, Dependent Dirichlet Processes,and Applications in Machine Learning (<A HREF="papers/dp.pdf">PDF</A>) </LI> <LI> The Laplace Transform with Applications in Machine Learning (<A HREF="papers/laptrans.pdf">PDF</A>) </LI> <LI> Randomized Numerical Linear Algebra: Review and Progresses (<A HREF="papers/rnla.pdf">PDF</A>) </LI> </UL> <!-- <HR> <A name=Students></A> <H2>Students</H2> --> <!-- <H3>PhD Students</H3> HAN Yuze <br> LI Xiang <br> LIN Dachao <br> XIE Guangzeng <br> YANG Wenhao <br> ZHANG Boya <br> ZHANG Liangyu <br> ZHANG Yuhang <br> ZHAO Yuekai --> <!-- <H3>Master Students</H3> CHENG Hao <br> JING Hao <br> LIANG Jiadong <br> TIAN Chao <br> WU Fan <br> --> <br> <!-- CHEN Di (Undergraduate) <br> CHEN Zihao (Undergraduate) <br> LIU Shuang (Undergraduate) <br> MO Kaichun (Undergraduate) <br> TIAN Boyu (Undergraduate) <br> ZHENG Yilin (Undergraduate) <br> --> </UL> <HR> <A name=Essays></A> <H2> Essays </A> </H2> <UL> <LI>f[褃鷁緥N篘Mb鵚{QKNb翂(<A HREF="zzh0426.pdf">桘媓Q噀</A>) <LI>皊鉔篘錧zf齹剉,g(0悇_孴筫T(<A HREF="MAI2.pdf">桘媓Q噀</A>) <LI>sQ嶯b齎篘錧zf齹裇U\皊秗剉R恎孴鷁畫 (<A HREF="AI2.pdf">桘媓Q噀</A>) <LI>皊鉔篘錧zf齹剉,g(0€b/g孴悇_ (<A HREF="modernAI.pdf">桘媓Q噀</A>) <LI>/U`骮8lR` --- 0篘錧zf齹皊鉔筫誰 0褘€鉔廭 (<A HREF="AI.pdf">桘媓Q噀</A>) <LI>駇:_Sf[`N廭夲桘媓Q噀</A>) <LI>俰噑邁孴t簨梴:g褃f[剉GlTqQ蹚 (<A HREF="StatTcs.pdf">桘媓Q噀</A>) <LI> 邁KN龕繈?-d[餦v NBl'YS?\jm虘諷~NdW (<A href="https://cosx.org/2022/04/interview-of-zhihua-zhang/">桘嬁孅/A>) <LI>皊鉔邁f[鵚{QSO鹼N飴縹 (<A HREF="modernStat.pdf">桘媓Q噀</A>) <LI> pef[錧 z---╟≧pef[擽(u剉絶 (<A HREF="matheng.pdf">桘媓Q噀</A>) <LI> 菓蕛N駕 N燻6q翂WSq\---:ghVf[`N剉瀃N僗 (<A HREF="jingjie.pdf">桘媓Q噀</A>) <LI> @b 怟N僗臺TNN陙6q---▼penc褃f[孴篘錧zf齹剉f[褃裇U\ (<A HREF="dsai.pdf">桘媓Q噀</A>) <LI> R梣\nNOO誯遺NAm籗 --- 0駇f[`N 0褘€鉔廭 (<A HREF="deeplearning.pdf">桘媓Q噀</A>) <LI> sQ嶯:ghVf[`N剉啒焋N蚐` (<A HREF="machlearn.pdf">桘媓Q噀</A>) <LI> :ghVf[`N邁N梴KNK` (<A href="http://cos.name/2016/06/machine-learning-statistics-and-computation">桘媓Q噀</A>) </LI> <LI> Yef[KNa焋 (<A HREF="teaching.pdf">桘媓Q噀</A>) (<A href="http://www.ccf.org.cn/sites/ccf/zlcontnry.jsp?contentId=2897719130117">-N齎梴:gf[O惎?{11wS,{12g</A>) </LI> <LI> COS繈?{AS]Ng (<A href="http://cos.name/2015/09/interview-of-zhangzhihua/">桘嬁孅/A>) </LI> <!--<LI> xvzu踒u{樺w (<A HREF="recruit.pdf">桘嬫嬇`</A>) </LI>--> </UL> <TD></TD><TD></TD> <HR width="100%"> <ADDRESS><A href="mailto:zhzhang@math.pku.edu.cn">Zhihua Zhang</A></ADDRESS><!-- hhmts start -->Last modified: May 18, 2019. </div> </BODY>