====== Benjamin Zenglin Xu ====== * (See also [[http://www.cse.cuhk.edu.hk/~zlxu/|my homepage]]) * My name in Chinese: 徐增林 {{ben.jpg?160|:ben.jpg}} Ph.D. \\ \\ 114A Ho-SinHang Engineering Building\\ [[http://www.cse.cuhk.edu.hk|Department of Computer Science & Engineering]]\\ [[http://www.cuhk.edu.hk|The Chinese University of Hong Kong]]\\ Shatin, NT, Hong Kong\\ ====== Profile ====== Zenglin Xu is currently a research associate in Department of Computer Science and Engineering of the Chinese University of Hong Kong. He has been a visiting student of Professor Rong Jin in Michigan State University during the summers of 2007 and 2008. His research interests include machine learning and its application in information retrieval. ====== Research Interests ====== * Machine Learning * Pattern Recognition * Data Mining * Evolutionary Computation * Information Retrieval ====== Publications ====== ===== Conference Papers ===== - @inproceedings{ICML2009-zlxu, Address = {Montreal, Quebec}, Author = {Xu, Zenglin and Jin, Rong and Ye, Jieping and Lyu, Michael R. and King, Irwin}, Booktitle = {Proceedings of the 26th International Conference on Machine Learning (ICML2009)}, Month = {June 14-18,}, Notes = {#140}, Title = {Non-Monotonic Feature Selection}, Year = 2009, **(AR: XXXX)** - @inproceedings{ijcai2009-zlxu, Author = {Xu, Zenglin and King, Irwin and Lyu, Michael R. and Jin, Rong}, Booktitle = {Proceedings of Twenty-First International Joint Conference on Artificial Intelligence (IJCAI-09)}, Date-Added = {2009-04-02 01:24:56 +0800}, Date-Modified = {2009-04-02 01:28:11 +0800}, Month = {July 11-17,}, Notes = {#671, 331/1290 = 25.7%}, Title = {Discriminative Semi-supervised Feature Selection via Manifold Regularization}, Year = {2009}} **(AR: 331/1290 (25.7%))** - @inproceedings{ijcnn09_huang, Author = {Huang, Kaizhu and Xu, Zenglin and King, Irwin and Lyu, Michael R. and Campbell, Colin}, Booktitle = {Proceedings of the 2009 International Joint Conference on Neural Networks (IJCNN2009)}, Date-Added = {2009-03-28 12:29:13 +0800}, Date-Modified = {2009-03-28 12:30:10 +0800}, Month = {June 14-19,}, Title = {Supervised Self-taught Learning: Actively Transferring Knowledge from Unlabeled Data}, Year = {2009}} **(AR: XXXX)** - @inproceedings{Xu08mkl, title = {An Extended Level Method for Efficient Multiple Kernel Learning}, author = {Zenglin Xu and Rong Jin and Irwin King and Michael R. Lyu}, booktitle = {NIPS}, year = {2008}, } - @inproceedings{Xu08weakssl, title = {Semi-supervised Text Categorization by Active Search}, author = {Zenglin Xu and Rong Jin and Kaizhu Huang and Irwin King and Michael R. Lyu}, booktitle = {ACM international conference on Information and knowledge management}, year = {2008}, location = {Napa Valley, CA, USA}, publisher = {ACM Press}, address = {New York, NY, USA}, } - @inproceedings{Huang08ssmixture, title = {Semi-supervised Text Categorization by Active Search}, author = {Kaizhu Huang and Zenglin Xu and Irwin King and Michael R. Lyu}, booktitle = {Proceedings of the Eighth IEEE International Conference on Data Mining (ICDM2008)}, year = {2008}, } - @inproceedings{Zhu08surfacetracking, title = {An Effective Approach to 3D Deformable Surface Tracking}, author = {Jianke Zhu and Steven Hoi and Zenglin Xu and Michael R. Lyu}, booktitle = {Proceedings of the 10th European Conference on Computer Vision (ECCV 2008)}, year = {2008}, } - @inproceedings{Xu07tsvm, author = {Xu, Zenglin and Jin, Rong and Zhu, Jianke and King, Irwin and Lyu, Michael~R.}, title = {Efficient Convex Relaxation for Transductive Support Vector Machine}, booktitle = {Advances in Neural Information Processing Systems (NIPS 21)}, year = {2007}, } ===== Journal Papers ===== - @Article{Xu07fsmem, author = "Zenglin Xu and Kaizhu Huang and Jianke Zhu and Irwin King and Michael~R. Lyu", title = "A Novel Kernel-based Maximum A Posteriori Classification Method", journal = "Neural Networks", doi = {10.1016/j.neunet.2008.11.005}, year = {2009}, } - @Article{Xu07fsmem, author = "Xu, Zenglin and King, Irwin and Lyu, Michael~R.", title = "Feature Selection Based on Minimum Error Minimax Probability Machine", journal = "International Journal of Pattern Recognition and Artificial Intelligence", volume = {21}, number = {8}, pages = {1--14}, year = {2007}, } ===== Book Chapters ===== - @InCollection{Huang07DBN, author = {Huang, Kaizhu. and Xu, Zenglin and King, Irwin and Lyu, Michale R. and Zhou, Zhangbin}, title = {A Novel Discriminative Naive Bayesian Network for Classification}, editor = {A. Mittal and A. Kassim}, booktitle = {Bayesian Network Technologies: Applications and Graphical Models}, pages = "1-12", address = "New York", publisher = {IDEA Group Inc.}, year = {2007} } ====== Research Projects ====== Theoretical and empirical investigation on semi-supervised learning ===== Professional Activities ===== * Reviewer: Journal of Machine Learning Resarch, IEEE Transaction on Neural Networks, Neurocomputing, Neural Computing and Applications * Program committee: ICONIP 2009,Beijing-Hong Kong International Doctoral Forum 2007 * Session chair in ICONIP 2006 ===== Awards & Grants ===== Coming Soon! ====== Miscellaneous ======