| ezhong AT cse Dot ust Dot hk | |
| Office | 4211 (Lift 19) |
| Address | Department of Computer Science and Engineering, Hong Kong University of Science and Technology, Clear Water Bay, Kowloon, Hong Kong |
Education:
- 2010.09 - present: PhD Student, CSE, HKUST. Supervisor: Prof. Qiang Yang.
- 2008.09 - 2010.06: Master, SS, Sun Yat-Sen University. Supervisor: Dr. Wei Fan
- 2004.09 - 2008.06: Bachelor, SS, Sun Yat-Sen University.
Experience:
- 2011.06 - 2010.08: Intern, Data Mining Group, Tencent Inc.
- 2010.03 - 2010.08: Intern, Data Mining Group, Tencent Inc.
- 2009.10 - 2010.02: Visiting Student, CSE, HKUST. Supervisor: Prof. Qiang Yang.
- 2009.07 - 2009.09: Intern, Data Mining Group, Tencent Inc.
Research Interests:
- Transfer Learning [Transfer Learning Resources]
- Composite Networks Mining
- Feature Selection and Construction
- Large-Scale Data Mining
Publications:
- Weike Pan, Erheng Zhong and Qiang Yang, "Transfer Learning for Text Mining", Book chapter of Mining Text Data edited by Charu C. Aggarwal and Chengxiang Zhai. (To Appear)
- Erheng Zhong, Wei Fan, and Qiang Yang, "Contextual Collaborative Filtering via Hierarchical Matrix Factorization", In Proceedings of the SIAM International Conference on Data Mining (SDM'2012). (To Appear)
- Erheng Zhong, Wei Fan, Qiang Yang, Olivier Verscheure, and Jiangtao Ren, "Cross Validation Framework to Choose Amongst Models and Datasets for Transfer Learning", In Proceedings of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD'2010) September, 2010, Barcelona, Spain.
[paper] [slides] [code]
- Wei Fan, Erheng Zhong, Jing Peng, Olivier Verscheure, Kun Zhang, Jiangtao Ren, Rong Yan, and Qiang Yang, "Generalized and Heuristic-Free Feature Construction", In Proceedings of the SIAM International Conference on Data Mining (SDM'2010), April, 2010, Columbus, OH.
[paper] [slides] [code]
- Erheng Zhong, Wei Fan, Jing Peng, Olivier Verscheure, and Jiangtao Ren, "Universal Learning over Related Distributions and Adaptive Graph Transduction", In Proceedings of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD'2009) September, 2009, Bled, Slovenia.
[paper] [slides] [code]
- Erheng Zhong, Wei Fan, Jing Peng, Kun Zhang, Jiangtao Ren, and Olivier Verscheure, "Cross Domain Distribution Adaptation via Kernel Mapping", In Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD'2009), Paris, France.
[paper] [slides] [code]
- Erheng Zhong, Sihong Xie, Wei Fan, Jiangtao Ren, Jing Peng, and Kun Zhang, "Graph-based Iterative Hybrid Feature Selection", In Proceedings of the IEEE International Conference on Data Mining (ICDM'2008), Pisa, Italy.
[paper] [slides] [code]
Awards: