publication

Publication

Papers

[2006]

X.-Y. Liu and Z.-H. Zhou. The influence of class imbalance on cost-sensitive learning: An empirical study. In: Proceedings of the 6th IEEE International Conference on Data Mining (ICDM'06), Hong Kong, China, 2006, 970-974.

X.-Y. Liu, J. Wu, and Z.-H. Zhou. Exploratory under-sampling for class-imbalance learning. In: Proceedings of the 6th IEEE International Conference on Data Mining (ICDM'06), Hong Kong, China, 2006, 965-969.

Y. Yu, D.-C. Zhan, X.-Y. Liu, M. Li, and Z.-H. Zhou. Predicting future customers via ensembling gradually expanded trees. International Journal of Data Warehousing and Mining, 2007, 3(2):12-21. (Invited paper for the PAKDD'06 Data Mining Competition (Open Category) Grand Champion Team)

Z.-H. Zhou and X.-Y. Liu. Training cost-sensitive neural networks with methods addressing the class imbalance problem. IEEE Transactions on Knowledge and Data Engineering, 2006, 18(1): 63-77. [code]

Z.-H. Zhou and X.-Y. Liu. On Multi-Class Cost-Sensitive Learning. In: Proceedings of the 21st National Conference on Artificial Intelligence (AAAI'2006), Boston, MA, 2006, 567-572.

Native Publications

X.-Y. Liu, J. Wu and Z.-H. Zhou. A cascade-based classification method for class-imbalanced data. Journal of Nanjing University: Nat Sci Ed, 2006, 42(2): 45-52. (in Chinese with English abstract)

X.-Y. Liu and Z.-H. Zhou. Cost-sensitive support vector machines for multi-class problems. Journal of Jiangsu Polytechnic University, 2005, 17: 1-4. (in Chinese with English abstract)

X.-Y. Liu and Z.-H. Zhou. Cost-sensitive k-nearest neighbor method. Journal of Computer Research and Development, 2005, 42(supplement): 23-27. (in Chinese with English abstract)

X.-Y. Liu, K.-J. Chen and Z.-H. Zhou. A survey of soft computing agents. Computer Science, 2004, 31(10A): 249-253. (in Chinese with English abstract)

Dissertation

X.-Y. Liu. Research on Cost-Sensitive Learning and Class-Imbalance Learning. M.Sc. Thesis. Nanjing, Jiangsu: Nanjing University, 2006. (in Chinese with English abstract) [abstract][Chinese abstract]

[Home] Xu-Ying Liu's homepage

Publication