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class=MsoNormalTable border=1 cellspacing=0 cellpadding=0 width="100%" style='width:100.0%;border-collapse:collapse;border:none;mso-border-alt:solid black .5pt; mso-yfti-tbllook:1184;mso-padding-alt:0in 5.4pt 0in 5.4pt'> <tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes;mso-yfti-lastrow:yes'> <td width=157 style='width:94.2pt;border:solid windowtext 1.0pt;mso-border-alt: solid windowtext .5pt;padding:.75pt .75pt .75pt .75pt'> <p class=MsoNormal align=center style='text-align:center'><span style='font-size:14.0pt;mso-fareast-font-family:"Times New Roman"'><a href="index.htm">Home</a><o:p></o:p></span></p> </td> <td width=158 style='width:94.8pt;border:solid windowtext 1.0pt;border-left: none;mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:.75pt .75pt .75pt .75pt'> <p class=MsoNormal align=center style='text-align:center'><span style='font-size:14.0pt;mso-fareast-font-family:"Times New Roman"'><a href="Research/Research.html">Research</a><o:p></o:p></span></p> </td> <td width=158 style='width:94.8pt;border:solid windowtext 1.0pt;border-left: none;mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:.75pt .75pt .75pt .75pt'> <p class=MsoNormal align=center style='text-align:center'><span style='font-size:14.0pt;mso-fareast-font-family:"Times New Roman"'><a href="#Publication">Publications</a><o:p></o:p></span></p> </td> <td width=158 style='width:94.8pt;border:solid windowtext 1.0pt;border-left: none;mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:.75pt .75pt .75pt .75pt'> <p class=MsoNormal align=center style='text-align:center'><span style='font-size:14.0pt;mso-fareast-font-family:"Times New Roman"'><a href="#Awards">Awards</a><o:p></o:p></span></p> </td> <td width=158 style='width:94.8pt;border:solid windowtext 1.0pt;border-left: none;mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:.75pt .75pt .75pt .75pt'> <p class=MsoNormal align=center style='text-align:center'><span style='font-size:14.0pt;mso-fareast-font-family:"Times New Roman"'><a href="#Resources">Resources</a><o:p></o:p></span></p> </td> </tr> </table> </div> <p class=MsoNormal><span style='mso-fareast-font-family:"Times New Roman"; display:none;mso-hide:all'><o:p>&nbsp;</o:p></span></p> <table class=MsoNormalTable border=0 cellspacing=3 cellpadding=0 width="100%" style='width:100.0%;mso-cellspacing:1.5pt;mso-yfti-tbllook:1184;mso-padding-alt: 0in 5.4pt 0in 5.4pt'> <tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes;mso-yfti-lastrow:yes'> <td width=265 style='width:159.0pt;padding:.75pt .75pt .75pt .75pt'> <p class=MsoNormal><span style='mso-fareast-font-family:"Times New Roman"; mso-no-proof:yes'><img border=0 width=224 height=250 id="_x0000_i1029" src="photo_list/Portrait/Liang_2010_Fall.JPG"></span><span class=style41><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'>&nbsp;</span></span><span style='mso-fareast-font-family:"Times New Roman"'><o:p></o:p></span></p> </td> <td width=1506 style='width:12.55in;padding:.75pt .75pt .75pt .75pt'> <p class=MsoNormal align=center style='text-align:center'><strong><span style='font-size:36.0pt;mso-fareast-font-family:"Times New Roman"'>Liang Sun</span></strong><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'><br> <span class=style41>Computer Science and Engineering</span><br> </span><span class=style31><span style='mso-fareast-font-family:"Times New Roman"'><a href="http://engineering.asu.edu/cidse"><span class=style41><span style='font-size:13.5pt'>School of Computing, Informatics, and Decision System Engineering</span></span></a></span></span><span style='font-size: 13.5pt;mso-fareast-font-family:"Times New Roman"'><br> </span><span class=style31><span style='mso-fareast-font-family:"Times New Roman"'><a href="http://www.biodesign.asu.edu/research/research-centers/evolutionary-medicine-and-informatics"><span class=style41><span style='font-size:13.5pt'>Center for Evolutionary Medicine and Informatics</span></span></a></span></span><span class=style41><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'>, </span></span><span class=style31><span style='mso-fareast-font-family:"Times New Roman"'><a href="http://www.biodesign.asu.edu/"><span class=style41><span style='font-size:13.5pt'>The Biodesign Institute</span></span></a></span></span><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'><br> <span class=style71><a href="http://www.asu.edu/">Arizona State University</a></span><br> <span class=style71>Tempe, AZ 85287, U.S.A.</span><br> <span class=style41>E-mail: </span></span><span class=style31><span style='mso-fareast-font-family:"Times New Roman"'><a href="mailto:sun.liang@asu.edu"><span class=style41><span style='font-size: 13.5pt'>sun.liang@asu.edu</span></span></a></span></span><span style='mso-fareast-font-family:"Times New Roman"'><o:p></o:p></span></p> </td> <td width=697 style='width:418.2pt;padding:.75pt .75pt .75pt .75pt'> <p class=MsoNormal align=center style='text-align:center'><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'>&nbsp;<o:p></o:p></span></p> </td> </tr> </table> <p class=style3><span class=style41><span style='font-size:13.5pt'>I am a Ph.D. student in Computer Science and Engineering, School of Computing, Informatics, and Decision System Engineering at Arizona State University under the supervision of Prof. </span></span><a href="http://www.public.asu.edu/~jye02/"><span class=style41><span style='font-size:13.5pt'>Jieping Ye</span></span></a><span class=style41><span style='font-size:13.5pt'>. My research interests lie in the areas of data mining, machine learning, and their applications in various domains. I am particularly interested in the following topics: </span></span></p> <ul type=disc> <li class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto; mso-list:l1 level1 lfo1;tab-stops:list .5in'><span style='font-size:13.5pt; mso-fareast-font-family:"Times New Roman"'>Dimensionality reduction;<o:p></o:p></span></li> <li class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto; mso-list:l1 level1 lfo1;tab-stops:list .5in'><span style='font-size:13.5pt; mso-fareast-font-family:"Times New Roman"'>Multi-label learning;<o:p></o:p></span></li> <li class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto; mso-list:l1 level1 lfo1;tab-stops:list .5in'><span style='font-size:13.5pt; mso-fareast-font-family:"Times New Roman"'>Sparse learning, compressed sensing and their applications;<o:p></o:p></span></li> <li class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto; mso-list:l1 level1 lfo1;tab-stops:list .5in'><span style='font-size:13.5pt; mso-fareast-font-family:"Times New Roman"'>Graph and <span class=SpellE>hypegraph</span> mining.<o:p></o:p></span></li> </ul> <p><span class=style41><span style='font-size:13.5pt'>More information on my research is </span></span><a href="Research/Research.html"><span class=style41><span style='font-size:13.5pt'>here</span></span></a><span class=style41><span style='font-size:13.5pt'>.</span></span></p> <p><span class=style41><span style='font-size:13.5pt'>Here is my </span></span><a href="CV/CV_Liang.pdf"><span class=style41><span style='font-size:13.5pt'>CV</span></span></a><span class=style41><span style='font-size:13.5pt'>. I will join <a href="http://www.operasolutions.com/index.html">Opera Solutions</a> in August, 2011.<span style='mso-spacerun:yes'>  </span></span></span></p> <div class=MsoNormal align=center style='text-align:center'><span style='mso-fareast-font-family:"Times New Roman"'> <hr size=3 width="100%" align=center> </span></div> <h2><span style='font-size:24.0pt;mso-fareast-font-family:"Times New Roman"'>Awards</span><a name=Awards></a><span style='mso-fareast-font-family:"Times New Roman"'><o:p></o:p></span></h2> <p class=style7 style='margin-left:.5in;text-indent:-.25in;mso-list:l0 level1 lfo2; tab-stops:list .5in'><![if !supportLists]><span style='font-size:10.0pt; mso-bidi-font-size:13.5pt;font-family:Symbol;mso-fareast-font-family:Symbol; mso-bidi-font-family:Symbol'><span style='mso-list:Ignore'>·<span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span></span><![endif]><strong>KDD Best Research Paper Award Honorable Mention</strong>, The 16th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2010)</p> <p class=style7 style='margin-left:.5in;text-indent:-.25in;mso-list:l0 level1 lfo2; tab-stops:list .5in'><![if !supportLists]><span style='font-size:10.0pt; mso-bidi-font-size:13.5pt;font-family:Symbol;mso-fareast-font-family:Symbol; mso-bidi-font-family:Symbol'><span style='mso-list:Ignore'>·<span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span></span><![endif]>Student Travel Award, The 16th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2010)</p> <p class=style7 style='margin-left:.5in;text-indent:-.25in;mso-list:l0 level1 lfo2; tab-stops:list .5in'><![if !supportLists]><span style='font-size:10.0pt; mso-bidi-font-size:13.5pt;font-family:Symbol;mso-fareast-font-family:Symbol; mso-bidi-font-family:Symbol'><span style='mso-list:Ignore'>·<span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span></span><![endif]>Student Travel Award, The 22nd Annual Conference on Neural Information Processing Systems (NIPS 2009)</p> <p class=style7 style='margin-left:.5in;text-indent:-.25in;mso-list:l0 level1 lfo2; tab-stops:list .5in'><![if !supportLists]><span style='font-size:10.0pt; mso-bidi-font-size:13.5pt;font-family:Symbol;mso-fareast-font-family:Symbol; mso-bidi-font-family:Symbol'><span style='mso-list:Ignore'>·<span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span></span><![endif]>Student Scholarship, The 26th International Conference on Machine Learning (ICML 2009)</p> <p class=style7 style='margin-left:.5in;text-indent:-.25in;mso-list:l0 level1 lfo2; tab-stops:list .5in'><![if !supportLists]><span style='font-size:10.0pt; mso-bidi-font-size:13.5pt;font-family:Symbol;mso-fareast-font-family:Symbol; mso-bidi-font-family:Symbol'><span style='mso-list:Ignore'>·<span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span></span><![endif]>Conference Travel Grant Award, Graduate and Professional Student Association (GPSA), Arizona State University, 2009</p> <p class=style7 style='margin-left:.5in;text-indent:-.25in;mso-list:l0 level1 lfo2; tab-stops:list .5in'><![if !supportLists]><span style='font-size:10.0pt; mso-bidi-font-size:13.5pt;font-family:Symbol;mso-fareast-font-family:Symbol; mso-bidi-font-family:Symbol'><span style='mso-list:Ignore'>·<span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span></span><![endif]>Student Travel Award, The 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2008)</p> <div class=MsoNormal align=center style='text-align:center'><span style='mso-fareast-font-family:"Times New Roman"'> <hr size=3 width="100%" align=center> </span></div> <h2><span style='font-size:24.0pt;mso-fareast-font-family:"Times New Roman"'>Publications</span><a name=Publication></a><span style='mso-fareast-font-family:"Times New Roman"'><o:p></o:p></span></h2> <h3><span style='mso-fareast-font-family:"Times New Roman"'>Referred Journal Papers<o:p></o:p></span></h3> <ol start=1 type=1> <li class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto; mso-list:l4 level1 lfo3;tab-stops:list .5in'><span class=style41><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'>Liang Sun, <span class=SpellE>Shuiwang</span> <span class=SpellE>Ji</span>, and Jieping Ye. Canonical Correlation Analysis for <span class=SpellE>Multilabel</span> Classification: A Least-Squares Formulation, Extensions, and Analysis. <b>IEEE Transactions on Pattern Analysis and Machine Intelligence</b>, 33(1), 194-200, 2011. </span></span><span class=style31><span style='mso-fareast-font-family: "Times New Roman"'><a href="Publications/CCA_PAMI.pdf"><span class=style41><span style='font-size:13.5pt'>PDF</span></span></a></span></span><span style='mso-fareast-font-family:"Times New Roman"'> </span><span class=style71><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'><a href="Code/LS_CCA.zip">Code</a> <a href="Bibtex/TPAMI_2011.bib"><span class=SpellE>Bibtex</span></a></span></span><span style='mso-fareast-font-family: "Times New Roman"'><o:p></o:p></span></li> <li class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto; mso-list:l4 level1 lfo3;tab-stops:list .5in'><span class=SpellE><span class=style41><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'>Shuai</span></span></span><span class=style41><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'> Huang, Jing Li, Liang Sun, Jieping Ye, Adam Fleisher, Teresa Wu, <span class=SpellE>Kewei</span> Chen, and Eric <span class=SpellE>Reiman</span>. Learning Brain Connectivity of Alzheimer's <span class=GramE>Disease</span> by Sparse Inverse Covariance Estimation. <span class=SpellE><b>NeuroImage</b></span>, 50, 935-949, 2010. </span></span><span class=style31><span style='mso-fareast-font-family:"Times New Roman"'><a href="Publications/Neuroimage_2010.pdf"><span class=style41><span style='font-size:13.5pt'>PDF</span></span></a></span></span><span style='mso-fareast-font-family:"Times New Roman"'> </span><span class=style71><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'><a href="Bibtex/Neuroimage.bib"><span class=SpellE>Bibtex</span></a></span></span><span style='mso-fareast-font-family:"Times New Roman"'><o:p></o:p></span></li> <li class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto; mso-list:l4 level1 lfo3;tab-stops:list .5in'><span class=style41><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'>Liang Sun, <span class=SpellE>Shuiwang</span> <span class=SpellE>Ji</span>, and Jieping Ye. Adaptive Diffusion Kernel Learning from Biological Networks for Protein Function Prediction. <b>BMC Bioinformatics</b>, 9:162, 2008. </span></span><span style='mso-fareast-font-family:"Times New Roman"'><a href="Publications/BMC_2008.pdf"><span class=style71><span style='font-size:13.5pt'>PDF</span></span></a> </span><span class=style71><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'><a href="Bibtex/BMC_2008.bib"><span class=SpellE>Bibtex</span></a></span></span><span style='mso-fareast-font-family:"Times New Roman"'><o:p></o:p></span></li> <li class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto; mso-list:l4 level1 lfo3;tab-stops:list .5in'><span class=SpellE><span class=style41><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'>Shuiwang</span></span></span><span class=style41><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'> <span class=SpellE>Ji</span>, Liang Sun, <span class=SpellE>Rong</span> Jin, <span class=SpellE>Sudhir</span> Kumar, and Jieping Ye. Automated Annotation of Drosophila Gene Expression Patterns using a Controlled Vocabulary. <b>Bioinformatics</b>, 24(17):1881-1888, 2008. </span></span><span style='mso-fareast-font-family:"Times New Roman"'><a href="Publications/Drosophila.pdf"><span class=style71><span style='font-size:13.5pt'>PDF</span></span></a> </span><span class=style71><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'><a href="Bibtex/Drosophila.bib"><span class=SpellE>Bibtex</span></a></span></span><span style='mso-fareast-font-family:"Times New Roman"'><o:p></o:p></span></li> </ol> <h3><span style='mso-fareast-font-family:"Times New Roman"'>Referred Conference Papers<o:p></o:p></span></h3> <ol start=1 type=1> <li class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto; mso-list:l5 level1 lfo4;tab-stops:list .5in'><span class=style31><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'>Liang Sun, <span class=SpellE>Betul</span> <span class=SpellE>Ceran</span>, Jieping Ye. A Scalable Two-Stage Approach for a Class of Dimensionality Reduction Techniques. In Proceedings of the 16th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (</span></span><strong><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'>KDD 2010</span></strong><span class=style31><span style='font-size:13.5pt; mso-fareast-font-family:"Times New Roman"'>). (Full presentation) <a href="Publications/KDD_2010.pdf">PDF</a></span></span><span class=style41><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'> </span></span><span class=style31><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'><a href="Bibtex/KDD_2010.bib"><span class=SpellE>Bibtex</span></a></span></span><span class=style41><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'> </span></span><em><b><span style='font-size:13.5pt;mso-fareast-font-family: "Times New Roman"'>KDD Best Research Paper Award Honorable Mention</span></b></em><em><span style='mso-fareast-font-family:"Times New Roman";font-style:normal'><o:p></o:p></span></em></li> <li class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto; mso-list:l5 level1 lfo4;tab-stops:list .5in'><span class=style41><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'>Liang Sun, Jun Liu, <span class=SpellE>Jianhui</span> Chen, and Jieping Ye. Efficient Recovery of Jointly Sparse Vectors. In Advances in Neural Information Processing Systems 22 (<b>NIPS 2009</b>). </span></span><span class=style31><span style='mso-fareast-font-family:"Times New Roman"'><a href="Publications/NIPS2009_1056.pdf"><span class=style41><span style='font-size:13.5pt'>PDF</span></span></a></span></span><span style='mso-fareast-font-family:"Times New Roman"'> </span><span class=style71><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'><a href="Bibtex/NIPS2009_1056.bib"><span class=SpellE>Bibtex</span></a></span></span><span class=style71><span style='mso-ansi-font-size:12.0pt;mso-bidi-font-size: 12.0pt;mso-fareast-font-family:"Times New Roman"'><o:p></o:p></span></span></li> <li class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto; mso-list:l5 level1 lfo4;tab-stops:list .5in'><span class=SpellE><span class=style41><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'>Shui</span></span></span><span class=style41><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'> Huang, Jing Li, Liang Sun, Jun Liu, Teresa Wu, <span class=SpellE>Kewei</span> Chen, Adam Fleisher, Eric <span class=SpellE>Reiman</span>, and Jieping Ye. Learning Brain Connectivity of Alzheimer's <span class=GramE>Disease</span> from <span class=SpellE>Neuroimaging</span> Data. In Advances in Neural Information Processing Systems 22 (<b>NIPS 2009</b>). </span></span><span class=style31><span style='mso-fareast-font-family:"Times New Roman"'><a href="Publications/NIPS2009_0802.pdf"><span class=style41><span style='font-size:13.5pt'>PDF</span></span></a></span></span><span style='mso-fareast-font-family:"Times New Roman"'> </span><span class=style71><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'><a href="Bibtex/NIPS2009_0802.bib"><span class=SpellE>Bibtex</span></a></span></span><span style='mso-fareast-font-family:"Times New Roman"'><o:p></o:p></span></li> <li class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto; mso-list:l5 level1 lfo4;tab-stops:list .5in'><span class=style41><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'>Liang Sun, <span class=SpellE>Shuiwang</span> <span class=SpellE>Ji</span>, and Jieping Ye. A Least Squares Formulation for a Class of Generalized Eigenvalue Problems in Machine Learning. In Proceedings of the 26th International Conference on Machine Learning (<b>ICML 2009</b>). </span></span><span style='mso-fareast-font-family:"Times New Roman"'><a href="Publications/ICML_2009.pdf"><span class=style71><span style='font-size:13.5pt'>PDF</span></span></a> </span><span class=style71><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'><a href="Bibtex/ICML_2009.bib"><span class=SpellE>Bibtex</span></a></span></span><span style='mso-fareast-font-family:"Times New Roman"'><o:p></o:p></span></li> <li class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto; mso-list:l5 level1 lfo4;tab-stops:list .5in'><span class=style41><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'>Liang Sun, <span class=SpellE>Rinkal</span> Patel, Jun Liu, <span class=SpellE>Kewei</span> Chen, Teresa Wu, Jing Li, Eric <span class=SpellE>Reiman</span>, and Jieping Ye. Mining Brain Region Connectivity for Alzheimer's <span class=GramE>Disease</span> Study via Sparse Inverse Covariance Estimation. In Proceedings of the 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining<b> (KDD 2009)</b>. (Full presentation). </span></span><span class=style31><span style='mso-fareast-font-family: "Times New Roman"'><a href="Publications/KDD_2009.pdf"><span class=style41><span style='font-size:13.5pt'>PDF</span></span></a></span></span><span style='mso-fareast-font-family:"Times New Roman"'> </span><span class=style71><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'><a href="Bibtex/KDD_2009.bib"><span class=SpellE>Bibtex</span></a></span></span><span style='mso-fareast-font-family:"Times New Roman"'><o:p></o:p></span></li> <li class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto; mso-list:l5 level1 lfo4;tab-stops:list .5in'><span class=style41><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'>Liang Sun, <span class=SpellE>Shuiwang</span> <span class=SpellE>Ji</span>, <span class=SpellE>Shipeng</span> Yu, and Jieping Ye. On the Equivalence Between Canonical Correlation Analysis and Orthonormalized Partial Least Squares. In Proceedings of the 21st International Joint Conference on Artificial Intelligence (<b>IJCAI 2009)</b>. </span></span><span style='mso-fareast-font-family: "Times New Roman"'><a href="Publications/IJCAI_2009.pdf"><span class=style71><span style='font-size:13.5pt'>PDF</span></span></a> </span><span class=style71><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'><a href="Bibtex/IJCAI_2009.bib"><span class=SpellE>Bibtex</span></a></span></span><span style='mso-fareast-font-family:"Times New Roman"'><o:p></o:p></span></li> <li class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto; mso-list:l5 level1 lfo4;tab-stops:list .5in'><span class=SpellE><span class=style31><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'>Zheng</span></span></span><span class=style31><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'> Zhao, Liang Sun, <span class=SpellE>Shipeng</span> Yu, Huan Liu, and Jieping Ye. Multiclass Probabilistic Kernel Discriminant Analysis.&nbsp;In Proceedings of the 21st International Joint Conference on Artificial Intelligence (</span></span><strong><span style='font-size:13.5pt; mso-fareast-font-family:"Times New Roman"'>IJCAI 2009)</span></strong><span class=style31><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'>. <a href="Publications/IJCAI_2009_Zhao.pdf">PDF</a></span></span><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'> <span class=style31><a href="Bibtex/IJCAI_2009_Zhao.bib"><span class=SpellE>Bibtex</span></a></span><o:p></o:p></span></li> <li class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto; mso-list:l5 level1 lfo4;tab-stops:list .5in'><span class=style41><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'>Liang Sun, <span class=SpellE>Shuiwang</span> <span class=SpellE>Ji</span>, and Jieping Ye. A Least Squares Formulation for Canonical Correlation Analysis. In Proceedings of the 25th International Conference on Machine Learning (<b>ICML 2008</b>). </span></span><span style='mso-fareast-font-family: "Times New Roman"'><a href="Publications/ICML_2008.pdf"><span class=style71><span style='font-size:13.5pt'>PDF</span></span></a></span><span class=style71><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'>&nbsp; </span></span><span style='mso-fareast-font-family:"Times New Roman"'><a href="Code/code_ICML.zip"><span class=style71><span style='font-size:13.5pt'>Code</span></span></a> </span><span class=style71><span style='font-size:13.5pt;mso-fareast-font-family: "Times New Roman"'><a href="Bibtex/ICML_2008.bib"><span class=SpellE>Bibtex</span></a></span></span><span style='mso-fareast-font-family:"Times New Roman"'><o:p></o:p></span></li> <li class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto; mso-list:l5 level1 lfo4;tab-stops:list .5in'><span class=style41><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'>Liang Sun, <span class=SpellE>Shuiwang</span> <span class=SpellE>Ji</span>, and Jieping Ye. Hypergraph Spectral Learning for Multi-label Classification. In Proceedings of the 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (<b>KDD 2008</b>). (Full presentation) </span></span><span class=style31><span style='mso-fareast-font-family:"Times New Roman"'><a href="Publications/KDD_2008.pdf"><span class=style41><span style='font-size:13.5pt'>PDF</span></span></a></span></span><span style='mso-fareast-font-family:"Times New Roman"'> </span><span class=style71><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'><a href="Bibtex/KDD_2008.bib"><span class=SpellE>Bibtex</span></a></span></span><span style='mso-fareast-font-family:"Times New Roman"'><o:p></o:p></span></li> <li class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto; mso-list:l5 level1 lfo4;tab-stops:list .5in'><span class=SpellE><span class=style41><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'>Shuiwang</span></span></span><span class=style41><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'> <span class=SpellE>Ji</span>, Liang Sun, <span class=SpellE>Rong</span> Jin, and Jieping Ye. Multi-label Multiple Kernel Learning. In Advances in Neural Information Processing Systems 21 (<b>NIPS 2008</b>). </span></span><span style='mso-fareast-font-family:"Times New Roman"'><a href="Publications/NIPS_2008.pdf"><span class=style71><span style='font-size:13.5pt'>PDF</span></span></a> </span><span class=style71><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'><a href="Bibtex/NIPS_2008.bib"><span class=SpellE>Bibtex</span></a></span></span><span style='mso-fareast-font-family:"Times New Roman"'><o:p></o:p></span></li> </ol> <div class=MsoNormal align=center style='text-align:center'><span style='mso-fareast-font-family:"Times New Roman"'> <hr size=3 width="100%" align=center> </span></div> <h2><span class=style131><span style='font-size:24.0pt;mso-fareast-font-family: "Times New Roman"'>Resources</span></span><a name=Resources></a><span style='mso-fareast-font-family:"Times New Roman"'><o:p></o:p></span></h2> <h3><strong><span style='mso-fareast-font-family:"Times New Roman"'>Slides</span></strong><span style='mso-fareast-font-family:"Times New Roman"'><o:p></o:p></span></h3> <ul type=disc> <li class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto; mso-list:l3 level1 lfo5;tab-stops:list .5in'><span style='font-size:13.5pt; mso-fareast-font-family:"Times New Roman"'><a href="Presentations/survey_opt.pdf">A Survey of Several Nonlinear Optimization Algorithms</a><o:p></o:p></span></li> <li class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto; mso-list:l3 level1 lfo5;tab-stops:list .5in'><span class=style71><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'>Linear Models for Classification (</span></span><span style='mso-fareast-font-family: "Times New Roman"'><a href="Presentations/Linear_Classification_Part1.pdf"><span class=style71><span style='font-size:13.5pt'>Part1</span></span></a></span><span class=style71><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'>, </span></span><span style='mso-fareast-font-family:"Times New Roman"'><a href="Presentations/Linear_Classification_Part2.pdf"><span class=style71><span style='font-size:13.5pt'>Part2</span></span></a></span><span class=style71><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'>)</span></span><span style='mso-fareast-font-family:"Times New Roman"'><o:p></o:p></span></li> <li class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto; mso-list:l3 level1 lfo5;tab-stops:list .5in'><span style='font-size:13.5pt; mso-fareast-font-family:"Times New Roman"'><a href="Presentations/EM.pdf">EM Algorithm</a><o:p></o:p></span></li> </ul> <h3><span style='mso-fareast-font-family:"Times New Roman"'>Codes<o:p></o:p></span></h3> <ul type=disc> <li class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto; mso-list:l2 level1 lfo6;tab-stops:list .5in'><span style='mso-fareast-font-family: "Times New Roman"'><a href="Code/LS_CCA.html"><span class=style71><span style='font-size:13.5pt'>LS_CCA package</span></span></a></span><span class=style71><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'>: a least squares formulation for CCA. It also implements CCA, kernel CCA, least squares and kernel least squares.</span></span><span style='mso-fareast-font-family:"Times New Roman"'><o:p></o:p></span></li> <li class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto; mso-list:l2 level1 lfo6;tab-stops:list .5in'><span style='mso-fareast-font-family: "Times New Roman"'><a href="Code/TwoStage.html"><span class=style41><span style='font-size:13.5pt'>Two-Stage package</span></span></a></span><span class=style41><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman"'>: a package implementing the two-stage approach to a class of dimensionality reduction techniques, including CCA, LDA, OPLS, and HSL. </span></span><span style='mso-fareast-font-family:"Times New Roman"'><o:p></o:p></span></li> </ul> <div class=MsoNormal align=center style='text-align:center'><span style='mso-fareast-font-family:"Times New Roman"'> <hr size=3 width="100%" align=center> </span></div> <p class=style7><span class=GramE>Last updated on July 25th, 2011.</span></p> <p class=style7>&nbsp;</p> <p class=style7>&nbsp;</p> </div> </body> </html>