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Lei Yu. "Feature Cluster Selection for High-Throughput Data Analysis".
Michael E Berens, Huan Liu, Lance Parsons, Lei Yu, and Zheng Zhao. "Fostering Biological Relevancy in Feature Selection for Microarray Data". IEEE Intelligent Systems, 20(6), 29-32, 2005.
Huan Liu and Lei Yu. "Toward Integrating Feature Selection Algorithms for Classification and Clustering". IEEE Transactions on Knowledge and Data Engineering, 17(4), 491-502, 2005. pdf
Lei Yu and Huan Liu. "Efficient Feature Selection via Analysis of Relevance and Redundancy". Journal of Machine Learning Research, 5(Oct), 1205-1224, 2004. pdf
Huan Liu, Hiroshi Motoda, and Lei Yu. "A Selective Sampling Approach to Active Feature Selection". Artificial Intelligence, 159(1-2), 49-74, 2004. pdf
Lei Yu, Chris Ding, and Steven Loscalzo. "Stable Feature Selection via Dense Feature Groups". to appear in Proceedings of The 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD-08), Las Vegas, NV, August, 2008.
Steven Loscalzo and Lei Yu. "Social Network Analysis: Tasks and Tools". In Proceedings of the First International Workshop on Social Computing, Behavioral Modeling, and Prediction (SBP08), Sedona, AZ. April, 2008.
Ryan Levering, Michal Cutler, and Lei Yu. "Using Visual Features for Fine-Grained Genre Classification of Web Pages". In Proceedings of the Hawaii International Conference on System Sciences (HICSS), Big Island, HI, January, 2008.
Lei Yu and Hao Li. "Toward Optimal Selection of Feature Clusters". In Proceedings of the International Conference on Machine Learning and applications (ICMLA-07), Cincinnati, OH, December, 2007.
Lei Yu and Hao Li. "Feature Cluster Selection for High-Throughput Data Analysis". In
Proceedings of the IEEE International Conference on Bioinformatics and Biomedicine (BIBM-07), pages 9-14, Fremont, CA, November, 2007.Kelvin Wu, Lei Yu, and Michal Cutler. "Towards Answering 'how do I' Questions Using Classification". In Proceedings of the IEEE International Symposium on Data Mining and Information Retrieval (DMIR-07), Ontario, Canada, May, 2007.
Lei Yu, Chitta Baral, Seungchan Kim, Jessica L Rennert, Dominique Hoelzinger, Michael E Berens, and Huan Liu. "Discriminative Gene Selection for Brain Tumor Migration". Pacific Symposium on Biocomputing (PSB), Big Island, HI, January, 2005. (poster)
Lei Yu and Huan Liu. "Redundancy Based Feature Selection for Microarray Data". In Proceedings of The Tenth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD-04), pages 737-742, Seattle, WA, August, 2004. pdf
Lei Yu and Huan Liu. "Efficiently Handling Feature Redundancy in High-Dimensional Data". In Proceedings of The Ninth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD-03), pages 685-690, Washington, D.C., August, 2003. pdf
Lei Yu and Huan Liu. "Feature Selection for High-Dimensional Data: A Fast Correlation-Based Filter Solution". In Proceedings of The Twentieth International Conference on Machine Leaning (ICML-03), pages 856-863, Washington, D.C., August, 2003. pdf
Huan Liu, Hongjun Lu, and Lei Yu. "Active Sampling: An Effective Approach to Feature Selection". In Proceedings of The Third SIAM International Conference on Data Mining, pages 244-248, San Francisco, CA, May, 2003. pdf
Huan Liu, Lei Yu, Manoranjan Dash, and Hiroshi Motoda. "Active Feature Selection Using Classes". In Proceedings of The Seventh Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD-03), pages 474-485, Seoul, Korea, May, 2003. pdf
Huan Liu, Hiroshi Motoda, and Lei Yu. "Feature Selection with Selective Sampling". In Proceedings of The Nineteenth International Conference on Machine Learning (ICML-02), pages 395-402, Sydney, Australia, July, 2002. pdf
Lei Yu. "Feature Selection for Genomic Data Analysis". In H. Liu, editor,
Computational Methods for Feature Selection, Chapman and Hall/CRC Press, 2007.Lei Yu and Huan Liu. "Data Mining Methods for Microarray Data Analysis". In John Wang, editor, Encyclopedia of Data Warehousing and Mining, Idea Group, 2005.
Huan Liu and Lei Yu. "Instance Selection". In John Wang, editor, Encyclopedia of Data Warehousing and Mining, Idea Group, 2005.
Huan Liu, Lei Yu, and Hiroshi Motoda. "Feature Extraction, Selection, and Construction". In Nong Ye, editor, The Handbook of Data Mining, pages 409-423. Lawrence Erlbaum Associates, 2003.