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href="http://lamda.nju.edu.cn/"><span style='mso-no-proof:yes;text-decoration:none;text-underline:none'><img border=0 width=179 height=85 id="_x0000_i1028" src="De-Chuan%20Zhan's%20Homepage_files/normal.png"></span></a><span style='color:black'><o:p></o:p></span></span></p> </td> <td width=186 style='width:139.5pt;padding:.75pt .75pt .75pt .75pt'></td> <td width=189 style='width:5.0cm;padding:.75pt .75pt .75pt .75pt'></td> <td width=108 style='width:81.0pt;padding:.75pt .75pt .75pt .75pt'> <p class=MsoNormal><span lang=EN-US><a href="http://www.nju.edu.cn/"><span style='mso-no-proof:yes;text-decoration:none;text-underline:none'><img border=0 width=100 height=140 id="_x0000_i1027" src="De-Chuan%20Zhan's%20Homepage_files/nju.gif"></span></a><span style='color:black'><o:p></o:p></span></span></p> </td> </tr> </table> <div style='border:none;border-top:solid silver 1.0pt;mso-border-top-alt:solid silver .75pt; padding:0cm 0cm 0cm 0cm' id=body> <div style='margin-left:3.75pt;margin-top:3.75pt;margin-right:3.75pt; margin-bottom:3.75pt' id=links> <p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto; background:white'><span lang=EN-US style='font-size:8.5pt;color:silver'><a href="http://cs.nju.edu.cn/zhandc/index.htm"><strong><span style='font-size: 14.5pt;font-family:‹[SO;mso-bidi-font-family:‹[SO;color:#CC0000;background:white; text-decoration:none;text-underline:none'>Main Entry</span></strong><span style='font-size:10.0pt;color:#CC0000;background:white;text-decoration:none; text-underline:none'> </span></a><br> Brief introduction, correspondence <br> <br> </span><strong><span lang=EN-US style='font-size:14.5pt;font-family:‹[SO; mso-bidi-font-family:‹[SO;color:#CC0000;background:white'><a href="http://cs.nju.edu.cn/zhandc/publications.htm"><span style='font-size: 17.5pt;color:#CC0000;text-decoration:none;text-underline:none'>Publications</span></a> </span></strong><span lang=EN-US style='font-size:8.5pt;color:silver'><br> Research interests, publications list <br> <br> <a href="http://cs.nju.edu.cn/zhandc/Resources.html"><strong><span style='font-size:14.5pt;font-family:‹[SO;mso-bidi-font-family:‹[SO;color:#CC0000; background:white;text-decoration:none;text-underline:none'>Resource</span></strong><span style='font-size:10.0pt;color:#CC0000;background:white;text-decoration:none; text-underline:none'> </span></a><br> Computational resources and software<br> <br> </span><strong><span lang=EN-US style='font-size:14.5pt;font-family:‹[SO; mso-bidi-font-family:‹[SO;color:#CC0000;background:white'><a href="http://cs.nju.edu.cn/zhandc/personal.htm"><span style='font-size:17.5pt; color:#CC0000;text-decoration:none;text-underline:none'>Personal Page</span></a></span></strong><span lang=EN-US style='font-size:8.5pt;color:silver'> <br> Things other than research<br> <br> </span><strong><span lang=EN-US style='font-size:14.5pt;font-family:‹[SO; mso-bidi-font-family:‹[SO;color:#CC0000;background:white'><a href="http://cs.nju.edu.cn/zhandc/others.html"><span style='font-size:17.5pt; color:#CC0000;text-decoration:none;text-underline:none'>Others</span></a></span></strong><span lang=EN-US style='font-size:8.5pt;color:silver'><br> Things unclassified <o:p></o:p></span></p> </div> <div style='border:none;border-left:solid silver 1.0pt;mso-border-left-alt: solid silver .75pt;padding:0cm 0cm 0cm 11.0pt;margin-left:120.0pt;margin-top: 3.75pt;margin-right:3.75pt;margin-bottom:3.75pt' id=main> <table class=MsoNormalTable border=0 cellpadding=0 width=500 style='width:375.0pt; mso-cellspacing:1.5pt;mso-yfti-tbllook:1184;mso-padding-alt:0cm 5.4pt 0cm 5.4pt'> <tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes;mso-yfti-lastrow:yes'> <td width=215 style='width:161.25pt;padding:.75pt .75pt .75pt .75pt'> <h1 align=center style='text-align:center'><span class=style71><span lang=EN-US style='color:black'>De-Chuan Zhan </span></span><span lang=EN-US style='color:black'><o:p></o:p></span></h1> </td> <td width=166 style='width:124.5pt;padding:.75pt .75pt .75pt .75pt'> <p class=MsoNormal><span lang=EN-US><a href="http://cs.nju.edu.cn/zhandc/name_dy.gif"><span style='color:#660000; background:white;mso-no-proof:yes;text-decoration:none;text-underline:none'><img border=0 width=150 height=60 id="_x0000_i1026" src="De-Chuan%20Zhan's%20Homepage_files/name_cn.gif"></span></a><span style='color:black'><o:p></o:p></span></span></p> </td> <td width=105 style='width:78.75pt;padding:.75pt .75pt .75pt .75pt'> <p class=MsoNormal><span lang=EN-US><span style='color:black;mso-no-proof: yes'><img border=0 width=150 height=120 id="_x0000_i1025" src="De-Chuan%20Zhan's%20Homepage_files/photo.png"></span><span style='color:black'><o:p></o:p></span></span></p> </td> </tr> </table> <p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto; mso-outline-level:2;background:white'><b><span lang=EN-US style='font-size: 11.0pt;color:#CC0000'>Publications<o:p></o:p></span></b></p> <ol start=1 type=1> <ul type=circle> <li class=MsoNormal style='color:black;mso-margin-top-alt:auto;mso-margin-bottom-alt: auto;mso-list:l0 level2 lfo2;tab-stops:list 72.0pt'><span lang=EN-US>Han-Jia Ye, De-Chuan Zhan, Xue-Min Si, Yuan Jiang and Zhi-Hua Zhou. What Makes Objects Similar: A Unified Multi-Metric Learning Approach. In: <b style='mso-bidi-font-weight:normal'>Advances in Neural Information Processing Systems 2016 (NIPS</b><strong><span style='font-family:‹[SO; mso-bidi-font-family:‹[SO;font-weight:normal;mso-bidi-font-weight:bold'>'</span></strong><strong><span style='font-family:‹[SO;mso-bidi-font-family:‹[SO'>16</span></strong><b style='mso-bidi-font-weight:normal'>)</b>, Barcelona, Spain.<o:p></o:p></span></li> <li class=MsoNormal style='color:black;mso-margin-top-alt:auto;mso-margin-bottom-alt: auto;mso-list:l0 level2 lfo2;tab-stops:list 72.0pt'><span lang=EN-US>Han-Jia Ye, De-Chuan Zhan, Xue-Min Si and Yuan Jiang. Learning Feature Aware Metric. In: <b style='mso-bidi-font-weight:normal'>Proceedings of the 8th Asian Conference on Machine Learning (ACML</b><strong><span style='font-family:‹[SO;mso-bidi-font-family:‹[SO;font-weight:normal; mso-bidi-font-weight:bold'>'</span></strong><strong><span style='font-family:‹[SO;mso-bidi-font-family:‹[SO'>16</span></strong><b style='mso-bidi-font-weight:normal'>)</b>, Hamilton, New Zealand (Accepted in the 1st round).<o:p></o:p></span></li> <li class=MsoNormal style='color:black;mso-margin-top-alt:auto;mso-margin-bottom-alt: auto;mso-list:l0 level2 lfo2;tab-stops:list 72.0pt'><span lang=EN-US>Yang Yang, <strong><span style='font-family:‹[SO;mso-bidi-font-family:‹[SO'>De-Chuan Zhan</span></strong> and Yuan Jiang. Learning by Actively Querying Strong Modal Features. In:<strong><span style='font-family:‹[SO;mso-bidi-font-family: ‹[SO'> Proceedings of the 25th International Joint Conference on Artificial Intelligence (IJCAI'16)</span></strong>, New York, NY. 2016.<o:p></o:p></span></li> <li class=MsoNormal style='color:black;mso-margin-top-alt:auto;mso-margin-bottom-alt: auto;mso-list:l0 level2 lfo2;tab-stops:list 72.0pt'><span lang=EN-US>Zheng-Chuan Huang, <b style='mso-bidi-font-weight:normal'>De-Chuan Zhan</b>. Positive Instance Detection based Multi-Instance Learning via Linearly Localized Interpolation. In:<b style='mso-bidi-font-weight:normal'> Proceedings of the <strong><span style='font-family:‹[SO;mso-bidi-font-family:‹[SO'>2016 International Conference on Intelligence Science and Big Data Engineering (ISCIDE'16)</span></strong></b>, Guangzhou, China, 2016.<o:p></o:p></span></li> <li class=MsoNormal style='color:black;mso-margin-top-alt:auto;mso-margin-bottom-alt: auto;mso-list:l0 level2 lfo2;tab-stops:list 72.0pt'><span lang=EN-US>Han-Jia Ye,<strong><span style='font-family:‹[SO;mso-bidi-font-family:‹[SO'> De-Chuan Zhan</span></strong>, and Yuan Jiang. Instance Specific Metric Subspace Learning: A Bayesian Approach. In: <strong><span style='font-family:‹[SO; mso-bidi-font-family:‹[SO'>Proceedings of the 30th AAAI&nbsp;Conference on Artificial Intelligence (AAAI'16)</span></strong>, Phoenix, AZ, 2016. <o:p></o:p></span></li> <li class=MsoNormal style='color:black;mso-margin-top-alt:auto;mso-margin-bottom-alt: auto;mso-list:l0 level2 lfo2;tab-stops:list 72.0pt'><strong><span lang=EN-US style='font-family:‹[SO;mso-bidi-font-family:‹[SO'>De-Chuan Zhan</span></strong><span lang=EN-US>, Peng Hu, Zui Chu, and Zhi-Hua Zhou. Learning Expected Hitting Time Distance. In: <strong><span style='font-family:‹[SO; mso-bidi-font-family:‹[SO'>Proceedings of the 30th AAAI&nbsp;Conference on Artificial Intelligence (AAAI'16)</span></strong>, Phoenix, AZ. <o:p></o:p></span></li> <li class=MsoNormal style='color:black;mso-margin-top-alt:auto;mso-margin-bottom-alt: auto;mso-list:l0 level2 lfo2;tab-stops:list 72.0pt'><span lang=EN-US>Han-Jia Ye, <strong><span style='font-family:‹[SO;mso-bidi-font-family:‹[SO'>De-Chuan Zhan</span></strong>, Yuan Miao, Yuan Jiang, and Zhi-Hua Zhou. Rank Consistency based Multi-View Learning: A Privacy-Preserving Approach. In:<strong><span style='font-family:‹[SO;mso-bidi-font-family:‹[SO'> Proceedings of the 24th ACM International Conference on Information and Knowledge Management (CIKM'15)</span></strong>, Melbourne, Australia, 2015, Page: 991-1000<o:p></o:p></span></li> <li class=MsoNormal style='color:black;mso-margin-top-alt:auto;mso-margin-bottom-alt: auto;mso-list:l0 level2 lfo2;tab-stops:list 72.0pt'><span lang=EN-US>Yang Yang, Han-Jia Ye, <strong><span style='font-family:‹[SO;mso-bidi-font-family: ‹[SO'>De-Chuan Zhan</span></strong> and Yuan Jiang. Auxiliary Information Regularized Machine for Multiple Modality Feature Learning. In:<strong><span style='font-family:‹[SO;mso-bidi-font-family:‹[SO'> Proceedings of the 24th International Joint Conference on Artificial Intelligence (IJCAI'15)</span></strong>, Buenos Aires, Argentina, 2015, Page: 1033-1039.<o:p></o:p></span></li> <li class=MsoNormal style='color:black;mso-margin-top-alt:auto;mso-margin-bottom-alt: auto;mso-list:l0 level2 lfo2;tab-stops:list 72.0pt'><span lang=EN-US>Ju-Hua Hu, <strong><span style='font-family:‹[SO;mso-bidi-font-family:‹[SO'>De-Chuan Zhan</span></strong>, Xintao Wu, Yuan Jiang, and Zhi-Hua Zhou. Pairwised specific distance learning from physical linkages. <strong><span style='font-family:‹[SO;mso-bidi-font-family:‹[SO'>ACM Transactions on Knowledge Discovery from Data</span></strong>, 2015, 9(3): Article No. 20.<o:p></o:p></span></li> <li class=MsoNormal style='color:black;mso-margin-top-alt:auto;mso-margin-bottom-alt: auto;mso-list:l0 level2 lfo2;tab-stops:list 72.0pt'><span lang=EN-US>Qing Zhang, Yilong Yin, <strong><span style='font-family:‹[SO;mso-bidi-font-family: ‹[SO'>De-Chuan Zhan</span></strong>, and Jingliang Pen. A novel serial multimodal biometrics framework based on semi-supervised learning techniques. <strong><span style='font-family:‹[SO;mso-bidi-font-family: ‹[SO'>IEEE Transactions on Information Forensics &amp; Security</span></strong>, 2014, 9(10):1681-1694<o:p></o:p></span></li> <li class=MsoNormal style='color:black;mso-margin-top-alt:auto;mso-margin-bottom-alt: auto;mso-list:l0 level2 lfo2;tab-stops:list 72.0pt'><span lang=EN-US>Camtu Nguyen, <strong><span style='font-family:‹[SO;mso-bidi-font-family:‹[SO'>De-Chuan Zhan</span></strong>, and Zhi-Hua Zhou. Multi-modal image annotation with multi-instance multi-label LDA. In: <strong><span style='font-family: ‹[SO;mso-bidi-font-family:‹[SO'>Proceedings of the Twenty-Third International Joint Conference on Artificial Intelligence (IJCAI'13)</span></strong>, Beijing, China, 2013<o:p></o:p></span></li> <li class=MsoNormal style='color:black;mso-margin-top-alt:auto;mso-margin-bottom-alt: auto;mso-list:l0 level2 lfo2;tab-stops:list 72.0pt'><span lang=EN-US>Meng-Yuan Shi, and<strong><span style='font-family:‹[SO;mso-bidi-font-family:‹[SO'> De-Chuan Zhan</span></strong>. Multi-Gesture recognition: a tracking learning detection approach. In: <strong><span style='font-family:‹[SO; mso-bidi-font-family:‹[SO'>Proceedings of the 4th International Conference on Intelligence Science and Big Data Engineering</span></strong>, LNCS 8261, Beijing, China, 2013, pp.714-721.<o:p></o:p></span></li> <li class=MsoNormal style='color:black;mso-margin-top-alt:auto;mso-margin-bottom-alt: auto;mso-list:l0 level2 lfo2;tab-stops:list 72.0pt'><span lang=EN-US>Qing Zhang, <strong><span style='font-family:‹[SO;mso-bidi-font-family:‹[SO'>De-Chuan Zhan</span></strong>, Yilong Yin. Learning with weak views based on dependence maximization dimensionality reduction. In: <strong><span style='font-family:‹[SO;mso-bidi-font-family:‹[SO'>Proceedings of the 2012 Sino-foreign-interchange Workshop on Intelligence Science and Intelligent Data Engineering (IscIDE</span></strong></span><strong><span style='font-family:‹[SO;mso-bidi-font-family:‹[SO'> <span lang=EN-US>12)</span></span></strong><span lang=EN-US>, Nanjing, 2012.<o:p></o:p></span></li> <li class=MsoNormal style='color:black;mso-margin-top-alt:auto;mso-margin-bottom-alt: auto;mso-list:l0 level2 lfo2;tab-stops:list 72.0pt'><strong><span lang=EN-US style='font-family:‹[SO;mso-bidi-font-family:‹[SO'>De-Chuan Zhan</span></strong><span lang=EN-US>, Ming Li, Yu-Feng Li, Zhi-Hua Zhou. Learning instance specific distances using metric propagation. In: <strong><span style='font-family:‹[SO;mso-bidi-font-family:‹[SO'>Proceedings of the 26th International Conference on Machine Learning (ICML'09)</span></strong>, Montreal, Canada, 2009, pp. 1225-1232.<o:p></o:p></span></li> <li class=MsoNormal style='color:black;mso-margin-top-alt:auto;mso-margin-bottom-alt: auto;mso-list:l0 level2 lfo2;tab-stops:list 72.0pt'><span lang=EN-US>Zhi-Hua Zhou,<strong><span style='font-family:‹[SO;mso-bidi-font-family:‹[SO'>De-Chuan Zhan</span></strong>, Qiang Yang. Semi-supervised learning with very few labeled training examples. In:<strong><span style='font-family:‹[SO; mso-bidi-font-family:‹[SO'> </span></strong><em><b><span style='font-family: ‹[SO;mso-bidi-font-family:‹[SO'>Proceedings of the 22nd AAAI Conference on Artificial Intelligence</span></b></em><strong><span style='font-family: ‹[SO;mso-bidi-font-family:‹[SO'> (AAAI'07)</span></strong>, Vancouver, Canada<o:p></o:p></span></li> <li class=MsoNormal style='color:black;mso-margin-top-alt:auto;mso-margin-bottom-alt: auto;mso-list:l0 level2 lfo2;tab-stops:list 72.0pt'><strong><span lang=EN-US style='font-family:‹[SO;mso-bidi-font-family:‹[SO'>De-Chuan Zhan</span></strong><span class=style2><span lang=EN-US>, Zhi-Hua Zhou. Neighbor Line-based Locally linear Embedding. In: </span></span><em><b><span lang=EN-US style='font-family:‹[SO;mso-bidi-font-family:‹[SO'>Proceedings of the 10th Pacific-Asia Conference on Knowledge Discovery and Data Mining</span></b></em><strong><span lang=EN-US style='font-family:‹[SO;mso-bidi-font-family:‹[SO'> (PAKDD'06)</span></strong><span class=style2><span lang=EN-US> , Singapore</span></span><span lang=EN-US><o:p></o:p></span></li> <li class=MsoNormal style='color:black;mso-margin-top-alt:auto;mso-margin-bottom-alt: auto;mso-list:l0 level2 lfo2;tab-stops:list 72.0pt'><strong><span lang=EN-US style='font-family:‹[SO;mso-bidi-font-family:‹[SO'>De-Chuan Zhan</span></strong><span class=style2><span lang=EN-US>, Zhi-Hua Zhou. A Manifold Learning-based Multi-Instance Regression Algorithm. </span></span><em><b><span lang=EN-US style='font-family:‹[SO;mso-bidi-font-family:‹[SO'>Chinese Journal of Computers</span></b></em><span lang=EN-US><o:p></o:p></span></li> <li class=MsoNormal style='color:black;mso-margin-top-alt:auto;mso-margin-bottom-alt: auto;mso-list:l0 level2 lfo2;tab-stops:list 72.0pt'><span class=style2><span lang=EN-US>Yang Yu,</span></span><strong><span lang=EN-US style='font-family:‹[SO;mso-bidi-font-family:‹[SO'>De-Chuan Zhan</span></strong><span class=style2><span lang=EN-US>, Xu-Ying Liu, Ming Li, Zhi-Hua Zhou. Predicting Future Customers via Ensembling Gradually Expanded Trees.</span></span><strong><span lang=EN-US style='font-family:‹[SO;mso-bidi-font-family:‹[SO'> </span></strong><em><b><span lang=EN-US style='font-family:‹[SO;mso-bidi-font-family:‹[SO'>International Journal of Data Warehousing and Mining</span></b></em><span class=style2><span lang=EN-US>, 2007 3 (2): 12-21. Invited paper for the PAKDD'06 Data Mining Competition (Open Category) Grand Champion Team</span></span><span lang=EN-US><o:p></o:p></span></li> <li class=MsoNormal style='color:black;mso-margin-top-alt:auto;mso-margin-bottom-alt: auto;mso-list:l0 level2 lfo2;tab-stops:list 72.0pt'><strong><span lang=EN-US style='font-family:‹[SO;mso-bidi-font-family:‹[SO'>De-Chuan Zhan</span></strong><span class=style2><span lang=EN-US>, Zhi-Hua Zhou. Ensemble-based Manifold Learning for Visualization. </span></span><em><b><span lang=EN-US style='font-family:‹[SO;mso-bidi-font-family:‹[SO'>Journal of Computer Research and Development</span></b></em><span class=style2><span lang=EN-US>, 2005, 42(9): 1533-1537 (In Chinese with English Abstract) </span></span><span lang=EN-US><o:p></o:p></span></li> <li class=MsoNormal style='color:black;mso-margin-top-alt:auto;mso-margin-bottom-alt: auto;mso-list:l0 level2 lfo2;tab-stops:list 72.0pt'><span class=style2><span lang=EN-US>Xin Geng, </span></span><strong><span lang=EN-US style='font-family:‹[SO;mso-bidi-font-family:‹[SO'>De-Chuan Zhan</span></strong><span class=style2><span lang=EN-US>, Zhi-Hua Zhou. Supervised nonlinear dimensionality reduction for visualization and classification.</span></span><em><b><span lang=EN-US style='font-family:‹[SO;mso-bidi-font-family:‹[SO'> IEEE Transactions on Systems, Man, and Cybernetics - Part B: Cybernetics</span></b></em><span class=style2><span lang=EN-US>, 2005, 35(6): 1098-1107</span></span><span lang=EN-US><o:p></o:p></span></li> </ul> </ol> </div> </div> <div style='border:none;border-top:solid silver 1.0pt;mso-border-top-alt:solid silver .75pt; padding:0cm 0cm 0cm 0cm' id=footer> <p class=MsoNormal align=right style='margin-left:36.0pt;text-align:right; background:white'><span lang=EN-US style='color:silver'>Copyright © 2016 De-Chuan Zhan. All Rights Reserved.<br> Last modified: 4/30/2016 (mm/dd/yyyy)<o:p></o:p></span></p> </div> <div id=renren-share> <p class=MsoNormal><span lang=EN-US style='font-size:10.0pt;font-family:"Arial",sans-serif; color:black;display:none;mso-hide:all'><a href="javascript:;"><span lang=EN-US style='font-family:‹[SO;mso-ascii-font-family:Arial;mso-hansi-font-family:Arial'><span lang=EN-US>R«N0RºNºN</span></span></a><o:p></o:p></span></p> </div> </div> </body> </html>