Shenghuo Zhu is a research staff member in NEC Laboratories America, Inc. (Cupertino, CA) since 2004. Before that, he was working on customer behavior research at Amazon.com. He received his Ph.D degree in Computer Science from University of Rochester in 2003. His primary research interests include information retrieval, machine learning, and data mining. In addition he is interested in customer behavior research, game theory, robotics, machine translation, natural language processing, computer vision, pattern recognition, bioinformatics, etc.
2008 | |
| [1] |
Tao Li, Shenghuo Zhu, and Mitsunori Ogihara.
Text categorization via generalized discriminant analysis.
Information Processing and Management, 44(5):1684-1697,
September 2008. [ bib | http ] |
| [2] |
Kai Yu, Shenghuo Zhu, Wei Xu, and Yihong Gong.
Non-greedy active learning for text categorization using convex
ansductive experimental design.
In SIGIR '08: Proceedings of the 31st annual international ACM
SIGIR conference on Research and development in information retrieval, pages
635-642, New York, NY, USA, 2008. ACM. [ bib | http ] |
| [3] |
Dingding Wang, Tao Li, Shenghuo Zhu, and Chris Ding.
Multi-document summarization via sentence-level semantic analysis and
symmetric matrix factorization.
In SIGIR '08: Proceedings of the 31st annual international ACM
SIGIR conference on Research and development in information retrieval, pages
307-314, New York, NY, USA, 2008. ACM. [ bib | http ] |
| [4] |
Yun Chi, Shenghuo Zhu, Yihong Gong, and Yi Zhang.
Probabilistic polyadic factorization and its application to
personalized recommendation.
In CIKM, 2008.
to appear. [ bib | .pdf ] |
| [5] |
Feng Liu, Jinjun Wang, Shenghuo Zhu, Michael Gleicher, and Yihong Gong.
Noisy video super-resolution.
In MULTIMEDIA '08: Proceedings of ACM international conference
on Multimedia, Vancouver, Canada, 2008.
to appear. [ bib ] |
| [6] |
Feng Liu, Jinjun Wang, Shenghuo Zhu, Michael Gleicher, and Yihong Gong.
Visual-quality optimizing super resolution.
Computer Graphics Forum, 2008.
to appear. [ bib ] |
| [7] |
Dingding Wang, Shenghuo Zhu, Yun Chi, and Tao Li.
Integrating clustering and multi-document summarization to improve
document understanding.
In CIKM, 2008.
to appear. [ bib | .pdf ] |
| [8] |
Shenghuo Zhu, Tao Li, Zhiyuan Chen, Dingding Wang, and Yihong Gong.
Dynamic active probing of helpdesk databases.
In VLDB'08, 2008.
to appear. [ bib | .pdf ] |
| [9] |
Shenghuo Zhu, Dingding Wang, Tao Li, Kai Yu, and Yihong Gong.
Feature selection for gene expression using model-based entropy.
IEEE/ACM Transactions on Computational Biology and
Bioinformatics, 2008.
preprint. [ bib | http ] |
| [10] |
Ding Zhou, Shenghuo Zhu, Kai Yu, Xiaodan Song, Belle L. Tseng, Hongyuan Zha,
and C. Lee Giles.
Learning multiple graphs for document recommendations.
In WWW '08: Proceeding of the 17th international conference on
World Wide Web, pages 141-150, New York, NY, USA, 2008. ACM. [ bib | http ] |
| [11] |
Yu-Ru Lin, Yun Chi, Shenghuo Zhu, Hari Sundaram, and Belle L. Tseng.
Facetnet: a framework for analyzing communities and their evolutions
in dynamic networks.
In WWW '08: Proceeding of the 17th international conference on
World Wide Web, pages 685-694, New York, NY, USA, 2008. ACM. [ bib | http ] |
| [12] |
Shenghuo Zhu, Kai Yu, and Yihong Gong.
Predictive matrix-variate t models.
In J.C. Platt, D. Koller, Y. Singer, and S. Roweis, editors,
NIPS2007: Advances in Neural Information Processing Systems 20, pages
1721-1728. MIT Press, Cambridge, MA, 2008. [ bib | .pdf ] |
2007 | |
| [13] |
Jinjun Wang, Wei Xu, Shenghuo Zhu, and Yihong Gong.
Efficient video object segmentation by graph-cut.
In ICME '07: IEEE International Conference on Multimedia and
Expo, pages 496-499, July 2007. [ bib | http ] |
| [14] |
Ka Cheung Sia, Shenghuo Zhu Yun Chi, Koji Hino, and Belle L. Tseng.
Capturing user interests by both exploitation and exploration.
In UM '07: Proceedings of User Modeling, pages 334-339, 2007. [ bib | http ] |
| [15] |
Ka Cheung Sia, Junghoo Cho, Koji Hino, Yun Chi, Shenghuo Zhu, and Belle L.
Tseng.
Monitoring RSS feeds based on user browsing pattern.
In ICWSM '07: International Conference on Weblogs and Social
Media, 2007. [ bib | .pdf ] |
| [16] |
Shenghuo Zhu, Kai Yu, Yun Chi, and Yihong Gong.
Combining content and link for classification using matrix
factorization.
In SIGIR '07: Proceedings of the 30th annual international ACM
SIGIR conference on Research and development in information retrieval, pages
487-494, New York, NY, USA, 2007. ACM Press. [ bib | http ] |
| [17] |
Yun Chi, Shenghuo Zhu, Xiaodan Song, Junichi Tatemura, and Belle L. Tseng.
Structural and temporal analysis of the blogosphere through community
factorization.
In KDD '07: Proceedings of the 13th ACM SIGKDD international
conference on Knowledge discovery and data mining, pages 163-172, New York,
NY, USA, 2007. ACM. [ bib | http ] |
| [18] |
Tao Li, Shenghuo Zhu, and Mitsunori Ogihara.
Hierarchical document classification using automatically generated
hierarchy.
J. Intell. Inf. Syst., 29(2):211-230, 2007. [ bib | http ] |
2006 | |
| [19] |
Chengliang Zhang, Shenghuo Zhu, and Yihong Gong.
Trend analysis for large document streams.
In ICMLA '06: Proceedings of the 5th International Conference on
Machine Learning and Applications, pages 285-295, Washington, DC, USA,
2006. IEEE Computer Society. [ bib | http ] |
| [20] |
Xiang Ji, Wei Xu, and Shenghuo Zhu.
Document clustering with prior knowledge.
In SIGIR '06: Proceedings of the 29th annual international ACM
SIGIR conference on Research and development in information retrieval, pages
405-412, New York, NY, USA, 2006. ACM. [ bib | http ] |
| [21] |
Tao Li, Shenghuo Zhu, and Mitsunori Ogihara.
Using discriminant analysis for multi-class classification: an
experimental investigation.
Knowl. Inf. Syst., 10(4):453-472, 2006. [ bib | http ] |
| [22] |
Tao Li, Chengliang Zhang, and Shenghuo Zhu.
Empirical studies on multi-label classification.
In ICTAI '06: Proceedings of the 18th IEEE International
Conference on Tools with Artificial Intelligence, pages 86-92, Washington,
DC, USA, 2006. IEEE Computer Society. [ bib | http ] |
| [23] |
Tao Li, Mitsunori Ogihara, and Shenghuo Zhu.
Integrating features from different sources for music information
retrieval.
In ICDM '06: Sixth International Conference on Data Mining,
pages 372-381, Dec. 2006. [ bib | http ] |
2005 | |
| [24] |
Weihua Sheng, Qizhi Wang, Qingyan Yang, and Shenghuo Zhu.
Minimizing data exchange in ad hoc multi-robot networks.
In ICAR '05: Proceedings 12th International Conference on
Advanced Robotics, pages 811-816, July 2005. [ bib | http ] |
| [25] |
Tao Li and Shenghuo Zhu.
On clustering binary data.
In SDM'05: Proceedings of the 2005 SIAM International Conference
On Data Mining, 2005. [ bib | .pdf ] |
| [26] |
Tao Li and Shenghuo Zhu.
Hierarchical document classification using automatically generated
hierarchy.
In SDM'05: Proceedings of the 2005 SIAM International Conference
On Data Mining, 2005. [ bib | .pdf ] |
| [27] |
Shenghuo Zhu, Xiang Ji, Wei Xu, and Yihong Gong.
Multi-labelled classification using maximum entropy method.
In SIGIR '05: Proceedings of the 28th annual international ACM
SIGIR conference on Research and development in information retrieval, pages
274-281, New York, NY, USA, 2005. ACM. [ bib | http ] |
| [28] |
Weihua Sheng, Qingyan Yang, Shenghuo Zhu, and Qizhi Wang.
Efficient map synchronization in ad hoc mobile robot networks for
environment exploration.
In IROS '05: IEEE/RSJ International Conference on Intelligent
Robots and Systems, pages 2297-2302, Aug. 2005. [ bib | http ] |
2004 | |
| [29] |
Paat Rusmevichientong, Shenghuo Zhu, and David Selinger.
Identifying early buyers from purchase data.
In KDD '04: Proceedings of the tenth ACM SIGKDD international
conference on Knowledge discovery and data mining, pages 671-677, New York,
NY, USA, 2004. ACM. [ bib | http ] |
2003 | |
| [30] |
Tao Li, Shenghuo Zhu, and Mitsunori Ogihara.
Using discriminant analysis for multi-class classification.
In ICDM '03: Third IEEE International Conference on Data
Mining, pages 589-592, Nov. 2003. [ bib | http ] |
| [31] |
Tao Li, Shenghuo Zhu, and Mitsunori Ogihara.
Algorithms for clustering high dimensional and distributed data.
Intell. Data Anal., 7(4):305-326, 2003. [ bib | http ] |
| [32] |
Tao Li, Mitsunori Ogihara, and Shenghuo Zhu.
Association-based similarity testing and its applications.
Intell. Data Anal., 7(3):209-232, 2003. [ bib | http ] |
| [33] |
Tao Li, Shenghuo Zhu, and Mitsunori Ogihara.
Topic hierarchy generation via linear discriminant projection.
In SIGIR '03: Proceedings of the 26th annual international ACM
SIGIR conference on Research and development in informaion retrieval, pages
421-422, New York, NY, USA, 2003. ACM. [ bib | http ] |
| [34] |
Tao Li, Shenghuo Zhu, Qi Li, and Mitsunori Ogihara.
Gene functional classification by semi-supervised learning from
heterogeneous data.
In SAC '03: Proceedings of the 2003 ACM symposium on Applied
computing, pages 78-82, New York, NY, USA, 2003. ACM. [ bib | http ] |
| [35] |
Tao Li, Shenghuo Zhu, and Mitsunori Ogihara.
A new distributed data mining model based on similarity.
In SAC '03: Proceedings of the 2003 ACM symposium on Applied
computing, pages 432-436, New York, NY, USA, 2003. ACM. [ bib | http ] |
| [36] |
Qi Li, Chris Brown, Chandra Kambhamettu, Tao Li, and Shenghuo Zhu.
A framework of individually-focused teleconferencing (IFT) via an
efficient 3d reprojection technique.
In SAC '03: Proceedings of the 2003 ACM symposium on Applied
computing, pages 951-955, New York, NY, USA, 2003. ACM. [ bib | http ] |
| [37] |
Tao Li, Shenghuo Zhu, and Mitsunori Ogihara.
Efficient multi-way text categorization via generalized discriminant
analysis.
In CIKM '03: Proceedings of the twelfth international conference
on Information and knowledge management, pages 317-324, New York, NY, USA,
2003. ACM. [ bib | http ] |
2002 | |
| [38] |
Tao Li, Shenghuo Zhu, Mitsunori Ogihara, and Yinhe Cheng.
Estimating joint probabilities from marginal ones.
In Y. Kambayashi, W. Winiwarter, and M. Arikawa, editors, DaWaK:
Proceedings of the 4th International Conference on Data Warehousing and
Knowledge Discovery, volume 2454 of LNCS, pages 31-41, London, UK,
2002. Springer-Verlag. [ bib | http ] |
| [39] |
Shenghuo Zhu, Tao Li, and Mitsunori Ogihara.
CoFD: An algorithm for non-distance based clustering in high
dimensional spaces.
In Y. Kambayashi, W. Winiwarter, and M. Arikawa, editors, DaWaK:
Proceedings of the 4th International Conference on Data Warehousing and
Knowledge Discovery, volume 2454 of LNCS, pages 52-62, London, UK,
2002. Springer-Verlag. [ bib | http ] |
| [40] |
Shenghuo Zhu and Dana H. Ballard.
Overcoming non-stationary in uncommunicative learning.
TR 762, University of Rochester, Computer Science Department, 2002. [ bib | .ps.gz ] |
| [41] |
Shenghuo Zhu and Tao Li.
A non-distance based clustering algorithm.
In IJCNN '02: Proceedings of the 2002 International Joint
Conference on Neural Networks, volume 3, pages 2357-2362, 2002. [ bib | http ] |
| [42] |
Chen Yu, Dana H. Ballard, and Shenghuo Zhu.
Attentional object spotting by integrating multimodal input.
In Proceedings. Fourth IEEE International Conference on
Multimodal Interfaces, pages 287-292, 2002. [ bib | http ] |
| [43] |
Qi Li, Tao Li, Shenghuo Zhu, and Chandra Kambhamettu.
How well can wavelet denoising improve the accuracy of computing
fundamental matrices?
In Proceedings. Workshop on Motion and Video Computing, pages
247-252, Dec. 2002. [ bib | http ] |
| [44] |
Qi Li, Tao Li, Shenghuo Zhu, and Chandra Kambhamettu.
Improving medical/biological data classification performance by
wavelet preprocessing.
In ICDM '02: Proceedings IEEE International Conference on Data
Mining, pages 657-660, 2002. [ bib | http ] |
| [45] |
Xin Liu, Yihong Gong, Wei Xu, and Shenghuo Zhu.
Document clustering with cluster refinement and model selection
capabilities.
In SIGIR '02: Proceedings of the 25th annual international ACM
SIGIR conference on Research and development in information retrieval, pages
191-198, New York, NY, USA, 2002. ACM. [ bib | http ] |
| [46] |
Tao Li, Qi Li, Shenghuo Zhu, and Mitsunori Ogihara.
A survey on wavelet applications in data mining.
SIGKDD Explor. Newsl., 4(2):49-68, 2002. [ bib | http ] |
2001 | |
| [47] |
Tao Li, Shenghuo Zhu, and Mitsunori Ogihara.
Mining patterns from case base analysis.
In Workshop on Integrating Data Mining and Knowledge
Management, San Jose, CA, 2001. [ bib | .ps ] |
1998 | |
| [48] |
Xin Liu, Ming Zhou, Shenghuo Zhu, and Changning Huang.
Aligning sentences in parallel corpora using self-extracted lexical
information.
Chinese Journal of Computers, 21:151-158, 1998.
in Chinese. [ bib ] |
| [49] |
Shenghuo Zhu, Ming Zhou, Xin Liu, and Changning Huang.
An efficient stochastic context-free parsing algorithm.
Journal of Software, 9(8):59-87, 1998.
in Chinese with English abstract. [ bib ] |