Data Mining/Machine Learning

Book Chapters

Tao Li and Lei Li. Music Data Mining: An Introduction. In T. Li, G.Tzanetakis, and M. Ogihara, eds., Music Data Mining, Chapman & Hall/CRC Data Mining and Knowledge Discovery Series, 2011.
Brandt Absolu, Tao Li, and Mitsunori Ogihara. Analysis of Chord Progression Data. Advances in Music Information Retrieval, 165-184, Studies in Computational Intelligence Vol. 274 Springer 2010, ISBN 978-3-642-11673-5.
Tao Li, Mitsunori Ogihara, Bo Shao, and Dingding Wang. Machine Learning Approaches for Music Information Retrieval. In M. J. Er and Y. Zhou, eds., Theory and Novel Applications of Machine Learning, In-Tech Education and Publishing, 2009, ISBN 978-953-7619-55-4.
Tao Li, Sheng Ma, and Mitsunori Ogihara. Wavelet Methods in Data Mining. In Data Mining and Knowledge Discovery Handbook: A Complete Guide for Practitioners and Researchers , Kluwer Academic Publishers, 2006. ISBN 978-0-387-24435-8.
Tao Li and Sheng Ma. An Overview on Clustering Techniques. In Encyclopedia of Data Warehousing and Mining , Idea Group Inc, 2005.

Journal Publications

Lei Li, Dingding Wang, Shunzhi Zhu, and Tao Li. Personalized News Recommendation: A Review and An Experimental Investigation. Journal of Computer Science and Technology, 26(5): 754-766, 2011.
Jingxuan Li, Bo Shao, Tao Li, and Mitsunori Ogihara. Hierarchical Co-Clustering: A New Way To Organize The Music Data. IEEE Transactions on Multimedia, accepted, 2011.
Zhongyuan Zhang, Tao Li, and Chris Ding. Non-negative Tensor Factorizations with Applications. Knowledge and Information Systems Journal, accepted, 2011.
Yi Zhang and Tao Li. DClusterE: A Framework for Evaluating and Understanding Document Clustering Using Visualization. ACM Transactions on Intelligent Systems and Technology, to appear, 2011.
Dingding Wang and Tao Li. Weighted Consensus Multi-Document Summarization, Information Processing and Management, In press, 2011.
Tao Li, Chris Ding, and Fei Wang. Guest Editorial: Special Issue on Data Mining using Matrices, Graphs and Tensors. Data Mining and Knowledge Discovery, 22(3): 337-339, 2011.
Dan Zhang, Fei Wang, Luo Si, and Tao Li. Maximum Margin Multiple Instance Clustering with its Applications to Image and Text Clustering. IEEE Transaction on Neural Networks (TNN), 22(5):739-751, 2011.
Wei Peng, Tong Sun, Shriram Revankar and Tao Li. Mining the “Voice of the Customer” for Business Prioritization. ACM Transactions on Intelligent Systems and Technology, In press, 2011.
Dingding Wang, Shenghuo Zhu, Tao Li, Yun Chi, and Yihong Gong. Integrating Document Clustering and Multi-Document Summarization. ACM Transactions on Knowledge Discovery from Data (ACM TKDD), 5(3): Article 14, 2011.

Fei Wang, Tao Li, Xin Wang, Shenghuo Zhu, and Chris Ding. Community Discovery Using Nonnegative Matrix Factorization. Data Mining and Knowledge Discovery, 22(3): 493-521, 2011.

Dingding Wang, Tao Li, Shenghuo Zhu, and Yihong Gong. iHelp: An Intelligent Online Helpdesk System. IEEE Transactions on Systems, Man, and Cybernetics Part B, 41(1): 173-182, 2011.

Wei Peng and Tao Li. Tensor Clustering via Adaptive Subspace Iteration. Intelligent Data Analysis Journal, 15(5):695-713, 2011.

Wei Peng and Tao Li. On the Equivalence Between Nonnegative Tensor Factorization and Tensorial Probabilistic Latent Semantic Analysis. Applied Intelligence, 35(2): 285-295, 2011.

Wei Peng and Tao Li. Temporal Relation Co-clustering on Directional Social Network and Author-Topic Evolution. Knowledge and Information Systems Journal, 26(3): 467-486, 2011.

Vagelis Hristidis, Shu-Ching Chen, Tao Li, Steven Luis, and Yi Deng. Survey of Data Management and Analysis in Disaster Situations. Journal of Systems and Software, 83(10): 1701-1714 (2010).

Shunzhi Zhu, Dingding Wang, and Tao Li. Data Clustering with Size Constraints. Knowledge-Based Systems, 23(8): 883-889 (2010).

Yanfang Ye, Tao Li, Qingshan Jiang, and Youyu Wang. CIMDS: Adapting Postprocessing Techniques of Associative Classification for Malware Detection. IEEE Transactions on Systems, Man, and Cybernetics Part C, 40(3): 298-307, 2010.

Erliang Zeng, Chengyong Yang, Tao Li, and Giri Narasimhan. Clustering Genes using Heterogeneous Data Sources. International Journal of Knowledge Discovery in Bioinformatics (IJKDB), 1(2): 12-28, 2010.

Zhiyuan Chen, Tao Li. Addressing Diverse User Preferences: A Framework for Query Results Navigation. IEEE Data Eng. Bull. 32(4): 41-48 (2009).

Zhong-Yuan Zhang, Tao Li, Chris Ding, Xian-Wen Ren, and Xiang-Sun Zhang. Binary Matrix Factorization for Analyzing Gene Expression Data. Data Mining and Knowledge Discovery, 20(1): 28-52, 2010.

Fei Wang, Xin Wang, Daoqiang Zhang, Changshui Zhang, and Tao Li. marginFace: A Novel Face Recognition Method by Average Neighborhood Margin Maximization. Pattern Recognition, 42: 2863-2875, 2009.

Yanfang Ye, Tao Li, Kai Huang, Qingshan Jiang, and Yong Chen. Hierarchical Associative Classifier (HAC) for Malware Detection from the Large and Imbalanced Gray List. Journal of Intelligent Information Systems, 35(1): 1-20, 2010.

Tao Li, Mitsunori Ogihara, and Sheng Ma. On Combining Multiple Clusterings: An Overview and a New Perspective. Applied Intelligence, 33(2): 207-219, 2010.

Bo Shao, Dingding Wang, Tao Li, and Mitsunori Ogihara. Music Recommendation Based on Acoustic Features and User Access Patterns. IEEE Transactions on Audio, Speech and Language Processing, 17(8):1602-1611, 2009.

Fei Wang, Changshui Zhang, and Tao Li. Clustering with Local and Global Regularization. IEEE Transactions on Knowledge and Data Engineering, 21(12): 1665-1678, 2009.

Chris Ding and Tao Li. Workshop Report DMMT09: Data Mining Using Matrices and Tensors. SIGKDD Explorations 11(2): 77-79 (2009).

Chris Ding, Tao Li, and Michael I. Jordan. Convex and Semi-Nonnegative Matrix Factorizations. IEEE Transactions on Pattern Analysis and Machine Intelligence, 32(1): 45-55, 2010.

Tao Li, Mitsunori Ogihara, Wei Peng, Bo Shao, and Shenghuo Zhu. Music Clustering with Features from Different Information Sources. IEEE Transactions on Multimedia, 11(3): 477-485, 2009.

Tao Li, Wei Peng, Charles Perng, Sheng Ma, and Haixun Wang. An Integrated Data-Driven Framework for Computing System Management. IEEE Transactions on Systems, Man, and Cybernetics, 40(1): 90-99, 2010.

Yanfang Ye, Lifei Chen, Dingding Wang, Tao Li, and Min Zhao. SBMDS: An Interpretable String Based Malware Detection System using SVM Ensemble with Bagging. Journal in Computer Virology, 5(4): 282-293, 2009.

Yi Zhang, Dingding Wang, and Tao Li. LIBGS: A MATLAB Softeware Package For Gene Selection. International Journal of Data Mining and Bioinformatics, 4(3): 348-355, 2010.

Wei Peng, Tong Sun, Philip Rose and Tao Li. Computation and Applications of Industrial Leading Indicators to Business Process Improvement. International Journal of Intelligent Control and Systems, 13(3): 196-207, 2008.

Chris Ding, Tao Li, and Shenghuo Zhu. KDD2008 Workshop Report DMMT'08: Data Mining Using Matrices and Tensors. SIGKDD Explorations 10(2): 54-56, 2008.

Yi Zhang, Chris Ding, and Tao Li. Gene Selection Algorithm by Combining ReliefF and mRMR. BMC Genomics 9(Suppl 2): S27, 2008.

Tao Li, Shenghuo Zhu, and Mitsunori Ogihara. Text Categorization via Generalized Discriminant Analysis. Information Processing and Management, 44(5): 1684-1697, 2008.

Shenghuo Zhu, Dingding Wang, Kai Yu, Tao Li, and Yihong Gong. Feature Selection for Gene Expression using Model-based Entropy. IEEE/ACM Transactions on Computational Biology and Bioinformatics, 7(1): 25-36, 2010.

Chris Ding, Tao Li, and Wei Peng. On the Equivalence Between Nonnegative Matrix Factorization and Probabilistic Latent Semantic Indexing. Computational Statistics and Data Analysis, 52(8): 3913-3927, 2008.

Tao Li, Chang-Shing Perng, and Sheng Ma. Guest Editorial: Special Issue on Temporal Data Mining: Theory, Algorithms and Applications. Data Mining and Knowledge Discovery, 16(1): 1-3, 2008.

Yanfang Ye, Dingding Wang, Tao Li, and Dongyi Ye. An Intelligent PE-Malware Detection System Based on Association Mining, Journal in Computer Virology, 4(4):323-334, 2008.

Tao Li. Clustering Based on Matrix Approximation: A Unifying View. Knowledge and Information Systems Journal, 17(1): 1-15, 2008.

Li Zhang, Tao Li, Shi Xia Liu, and Yue Pan. An Integrated System for Building Enterprise Taxonomies. Information Retrieval,10(4/5): 365-395, 2007.

Ramakrishna Varadarajan, Vagelis Hristidis, and Tao Li. Beyond Single-Page Web Search Results. IEEE Transactions on Knowledge and Data Engineering, 20(3):411-424, 2008.

Tao Li, Shenghuo Zhu, and Mitsunori Ogihara. Hierarchical Document Classification Using Automatically Generated Hierarchy. Journal of Intelligent Information Systems,29(2): 211-230, 2007.

Weixiang Sun, Tao Li, Wei Peng,and Tong Sun. Incremental Workflow Mining with Optional Patterns and Its Application to Production Printing Process, The International Journal of Intelligent Control and Systems,12(1): 45-55, 2007.

Tao Li and Chang-Shing Perng. KDD-2006 workshop report: Theory and Practice of Temporal Data Mining. SIGKDD Explorations 8(2): 96-97 (2006)

Tao Li. A Unified View On Clustering Binary Data. Machine Learning, 62(3): 199-215 (2006)

Tao Li and Mitsunori Ogihara. Towards Intelligent Music Retrieval. IEEE Transactions on Multimedia,8(3): 564-574 (2006)

Tao Li, Shenghuo Zhu, and Mitsunori Ogihara. Using Discriminant Anlaysis for Multi-class Classification: An Experiment Investigation. Knowledge and Information Systems Journal, 10(4): 453-472 (2006).

Wei Peng, Tao Li, and Sheng Ma. Mining Log Files for Data-Driven System Management. SIGKDD Explorations, Volume 7, issue 1, pages 44-51, June 2005.

Jieping Ye, Tao Li, Tao Xiong, and Ravi Janardan. Using Uncorrelated Discriminant Analysis for Tissue Classification with Gene Expression Data. IEEE/ACM Transactions on Computational Biology and Bioinformatics. 1(4): 181-190, 2004.

Tao Li, Chengliang Zhang, and Mitsunori Ogihara. A Comparative Study of Feature Selection and Multiclass Classification Methods for Tissue Classification Based on Gene Expression. Bioinformatics, 20(15):2429-37, 2004.

Tao Li and Mitsunori Ogihara. Semi-supervised Learning from Different Information Sources. Knowledge and Information Systems Journal, 7(3): 289-309, 2005.

Tao Li, Qi Li, Shenghuo Zhu, and Mitsunori Ogihara. A Survey on Wavelet Applications in Data Mining. SIGKDD Explorations, Volume 4, Issue 2, Pages 49-68. January 2003.

Tao Li, Mitsunori Ogihara, and Shenghuo Zhu. Association-Based Similarity Testing and Its Applications. Intelligent Data Analysis Journal, 7(3), 2003, Pages.209-232.

Tao Li, Shenghuo Zhu, and Mitsunori Ogihara. Algorithms for Clustering High Dimensional and Distributed Data. Intelligent Data Analysis Journal, 7(4),2003, Pages.305-326.

Conference/Workshop Publications

2012

Liang Tang, Tao Li,, Florian Pinel, Larisa Shwartz, Genady Grabarnik. Optimizing System Monitoring Configurations for Non-Actionable Alerts. In Proceedings of IEEE/IFIP Network Operations and Management Symposium (IEEE NOMS), 2012.
Yexi Jiang, Chang-shing Perng, Tao Li, Rong Chang. Intelligent Cloud Capacity Management. In Proceedings of IEEE/IFIP Network Operations and Management Symposium (IEEE NOMS), 2012.

2011

Li Zheng and Tao Li. Semi-supervised Hierarchical Clustering. In Proceedings of 2011 IEEE International Conference on Data Mining (ICDM 2011).
Chao Shen and Tao Li. Learning to Rank for Query-focused Multi-document Summarization. In Proceedings of 2011 IEEE International Conference on Data Mining (ICDM 2011).
Yexi Jiang, Chang-shing Perng, Tao Li, and Rong Chang. ASAP: A Self-Adaptive Prediction System for Instant Cloud Resource Demand Provisioning. In Proceedings of 2011 IEEE International Conference on Data Mining (ICDM 2011).
Yexi Jiang, Chang-shing Perng, and Tao Li. Natural Event Summarization. In Proceedings of the 20th ACM Conference on Information and Knowledge Management (CIKM 2011).
Lei Li, Tong Sun, and Tao Li. Personal Social Screen - A Dynamic Privacy Assignment System for Social Sharing in Complex Social Object Networks. In Proceedings of the 1st International Workshop on Social Object Networks (SocialObjects 2011), in cojunction with the 3rd IEEE International Conference on Social Computing. (Slides Presentation)
Liang Tang, Tao Li, and Charles Perng. LogSig: Generating System Events from Raw Textual Logs. In Proceedings of the 20th ACM Conference on Information and Knowledge Management (CIKM 2011).
Li Zheng, Chao Shen, Liang Tang, Tao Li, Steve Luis, and Shu-Ching Chen. Applying Data Mining Techniques to Address Disaster Information Management Challenges on Mobile Devices. In Proceedings of the 17th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (SIGKDD 2011), pages 283-291, 2011. (Online Demo)
Yanfang Ye, Tao Li, Shenghuo Zhu, Weiwei Zhuang, Egemen Tas, Umesh Gupta, and Melih Abdulhayoglu. Combining File Content and File Relations for Cloud Based Malware Detection. In Proceedings of the 17th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (SIGKDD 2011), pages 222-230, 2011. (Online Demo)
Lei Li, Li Zheng, and Tao Li. LOGO: A Long-Short User Interest Integration in Personalized News Recommendation. In Proceedings of the 2011 ACM Conference on Recommender Systems (RecSys 2011), pages 317-320, 2011.
Yi Zhang, Dingding Wang, and Tao Li. iDVS: An Interactive Multi-document Visual Summarization System. In Proceedings of The European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD 2011): 569-584.
Wenting Lu, Lei Li, Tao Li, Honggang Zhang, and Jun Guo. Web Multimedia Object Clustering via Information Fusion. In Proceedings of the 11th International Conference on Document Analysis and Recognition (ICDAR 2011), Pages 319-323, 2011.
Chao Shen, Tao Li, and Chris Ding. Integrating Clustering and Multi-Document Summarization by Bi-mixture Probabilistic Latent Semantic Analysis (PLSA) with Sentence Bases. In Proceedings of the Twenty-Fifth Conference on Artificial Intelligence (AAAI-11), 2011.
Yi Zhang and Tao Li. Consensus Clustering + Meta Clustering = Multiple Consensus Clustering. In Proceedings of The 24th International FLAIRS Conference (FLAIRS 2011), 2011.
Lei Li, Wenting Lu, Jingxuan Li, Tao Li, Honggang Zhang, and Jun Guo. Exploring Interaction Between Images and Texts for Web Image Categorization. In Proceedings of The 24th International FLAIRS Conference (FLAIRS 2011), 2011.
Lei Li, Dingding Wang, Tao Li, Daniel Knox, and Balaji Padmanabhan. SCENE: A Scalable Two-stage Personalized News Recommendation System. In Proceedings of the 34th International ACM SIGIR conference on Research and Development in Information Retrieval (SIGIR 2011): pages 125-134.
Jingxuan Li, Lei Li, Tao Li. MSSF: A Multi-Document Summarization Framework Based on Submodularity. In Proceedings of the 34th International ACM SIGIR conference on Research and Development in Information Retrieval (SIGIR 2011): pages 1247-1248.
Chao Shen and Tao Li. A Non-negative Matrix Factorization Based Approach for Active Dual Supervision from Document and Word Labels. In Proceedings of Conference on Empirical Methods in Natural Language Processing (EMNLP 2011), 2011.

Yi Zhang and Tao Li. Extending Consensus Clustering to Explore Multiple Clustering Views. In Proceedings of the Tenth SIAM Conference on Data Mining (SDM 2011), Pages 920-931.

2010

Zengguo Sun, Tao Li, and Naphtali Rishe. Large-Scale Matrix Factorization using MapReduce. In Proceedings of the Optimization-based Methods for Emerging Data Mining Workshop associated with ICDM 2010 (OEDM'10), 2010.
Li Zheng, Tao Li, and Chris Ding. Hierarchical Ensemble Clustering. In Proceedings of 2010 IEEE International Conference on Data Mining (ICDM 2010).
Liang Tang and Tao Li. LogTree: A Framework for Generating System Events from Raw Textual Logs. In Proceedings of 2010 IEEE International Conference on Data Mining (ICDM 2010). (Tools for Download)
Dingding Wang, Chris Ding, and Tao Li. Weighted Feature Subset Non-Negative Matrix Factorization and its Applications to Document Understanding. In Proceedings of 2010 IEEE International Conference on Data Mining (ICDM 2010).
Chao Shen, Dingding Wang, and Tao Li. Topic Aspect Analysis for Multi-Document Summarization. In Proceedings of the 19th ACM International Conference on Information and Knowledge Management (CIKM 2010).
Dingding Wang and Tao Li. Document Update Summarization Using Incremental Hierarchical Clustering. In Proceedings of the 19th ACM International Conference on Information and Knowledge Management (CIKM 2010).
Chao Shen and Tao Li. Multi-Document Summarization via the Minimum Dominating Set. In Proceedings of the 23rd International Conference on Computational Linguistics (COLING 2010).
Yanfang Ye, Tao Li, and Yong Chen. Automatic Malware Categorization Using Cluster Ensemble. In Proceedings of the 16th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (SIGKDD 2010), pages 95-104, 2010.
Li Zheng, Chao Shen, Liang Tang, Tao Li, Steve Luis, Shu-Ching Chen, and Vagelis Hristidis. Using Data Mining Techniques to Address Critical Information Exchange Needs in Disaster Affected Public-Private Networks. In Proceedings of the 16th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (SIGKDD 2010), pages 125-134, 2010.
Jingxuan Li, Tao Li, and Mitsunori Ogihara. Hierarchical Co-Clustering of Artists and Tags. In Proceedings of the Eleventh International Society for Music Information Retrieval Conference (ISMIR 2010).
Dingding Wang, Tao Li, and Mitsunori Ogihara. Are Tags Better Than Audio? The Effect of Joint Use of Tags and Audio Content Features for Artistic Style Clustering. In Proceedings of the Eleventh International Society for Music Information Retrieval Conference (ISMIR 2010).
Jingxuan Li and Tao Li. HCC: A Hierarchical Co-clustering Algorithm. In Proceedings of the 33rd International ACM SIGIR conference on Research and Development in Information Retrieval (SIGIR 2010), Pages 861-862, 2010. (Poster)
Dingding Wang and Tao Li. Many Are Better than One: Improving Multi-document Summarization via Weighted Consensus. In Proceedings of the 33rd International ACM SIGIR conference on Research and Development in Information Retrieval (SIGIR 2010), Pages 809-810, 2010. (Poster)
Yi Zhang, Dingding Wang, and Tao Li. VisualSum: An Interactive Multi-document Summarization System using Visualization. In Proceedings of the 33rd International ACM SIGIR conference on Research and Development in Information Retrieval (SIGIR 2010), Pages 857-858, 2010. (Poster)
Lei Li, Dingding Wang, Chao Shen, and Tao Li. Ontology-Enriched Multi-document Summarization in Disaster Management. In Proceedings of the 33rd International ACM SIGIR conference on Research and Development in Information Retrieval (SIGIR 2010), Pages 819-820, 2010. (Poster)
Tao Li, Vikas Sindhwani, Chris Ding, and Yi Zhang. Bridging Domains with Words: Opinion Analysis with Matrix Tri-factorizations. In Proceedings of the Tenth SIAM Conference on Data Mining (SDM 2010), Pages 293-302, 2010.

2009

Fei Wang and Tao Li. Knowledge Transformation by Cross-Domain Belief Propagation. In Proceedings of the First Transfer Mining Workshop associated with ICDM 2009 (TM 2009), Pages 441-446, 2009.
Yi Zhang, Erliang Zeng, Tao Li and Giri Narasimhan. Weighted Consensus Clustering for Identifying Functional Modules in Protein-Protein Interaction Networks. In Proceedings of the Eighth International Conference on Machine Learning and Applications (ICMLA 2009), Pages 539-544, 2009.
Fei Wang, Jimeng Sun, Tao Li, Nikos Anerousis. Two Heads Better Than One: Metric+Active Learning and Its Applications for IT Service Classification. In Proceedings of 2009 IEEE International Conference on Data Mining (ICDM 2009), Pages 1022-1027, 2009.
Chris Ding, Tao Li, and Dingding Wang. Label Propagation on K-partite Graphs. In Proceedings of the Eighth International Conference on Machine Learning and Applications (ICMLA 2009), Pages 273-278, 2009.
Fei Wang, Xin Wang, and Tao Li. Semi-Supervised Multi-Task Learning with Task Regularizations. In Proceedings of 2009 IEEE International Conference on Data Mining (ICDM 2009), Pages 562-568, 2009.
Fei Wang, Xin Wang, and Tao Li. Maximum Margin Clustering on Data Manifolds. In Proceedings of 2009 IEEE International Conference on Data Mining (ICDM 2009), Pages 1028-1033, 2009.
Dijun Luo, Chris Ding, Heng Huang, and Tao Li. Non-negative Laplacian Embedding. In Proceedings of 2009 IEEE International Conference on Data Mining (ICDM 2009), Pages 337-346, 2009.

Fei Wang, Xin Wang, Bo Shao, Tao Li, and Mitsunori Ogihara. Tag Integrated Multi-Label Music Style Classification with Hypergraph. In Proceedings of the 10th International Society for Music Information Retrieval Conference (ISMIR 2009), Pages 363-368, 2009.

Dingding Wang, Shenghuo Zhu, Tao Li, and Yihong Gong: Comparative Document Summarization via Discriminative Sentence Selection. In Proceedings of the 18th ACM Conference on Information and Knowledge Management (CIKM 2009), Pages 1963-1966, 2009.

Yanfang Ye, Tao Li, Qingshan Jiang, Zhixue Han, and Li Wan. Intelligent File Scoring System for Malware Detection from the Gray List. In Proceedings of the The 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (SIGKDD 2009), Pages 1385-1394, 2009.

Dingding Wang, Chris Ding, and Tao Li. K-Subspace Clustering. In Proceedings of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD 2009), Pages 506-521, 2009.

Heli Sun, Jianbin Huang, Boqin Feng, Tao Li, Yingliang Zhao, and Jun Liu. OrdRank: Learning to Rank with Ordered Multiple Hyperplanes. In Proceedings of the 2009 IEEE/WIC/ACM International Conference on Web Intelligence (WI'2009), Pages 560-563, 2009.

Tao Li, Yi Zhang, and Vikas Sindhwani. A Non-negative Matrix Tri-factorization Approach to Sentiment Classification with Lexical Prior Knowledge. In Proceedings of the 47th Annual Meeting of the Association for Computational Linguistics (ACL 2009), Pages 244-252, 2009.

Dingding Wang, Shenghuo Zhu, Tao Li, and Yihong Gong. Multi-document Summarization using Sentence-based Topic Models. In Proceedings of the 47th Annual Meeting of the Association for Computational Linguistics (ACL 2009), Pages 297-300, 2009.

Qi Zhang, Yuanbin Wu, Tao Li, Mitsunori Ogihara, Joseph Johnson, and Xuanjing Huang. Mining Product Reviews based on Shallow Dependency Parsing. In Proceedings of the 32nd Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2009), Pages 726-727, 2009. (Poster).

Dingding Wang, Li Zheng, Tao Li, and Yi Deng. Evolutionary Document Summarization for Disaster Management. In Proceedings of the 32nd Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2009), Pages 680-681, 2009. (Poster)

Tao Li, Vikas Sindhwani, Chris Ding, and Yi Zhang. Knowledge Transformation for Cross-domain Sentiment Classification. In Proceedings of the 32nd Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2009), Pages 716-717, 2009. (Poster)

Masoud Milani, Seyed Masoud Sadjadi, Raju Rangaswami, Peter J. Clarke, and Tao Li. Research Experiences for Undergraduates: Autonomic Computing Research at FIU. Richard Tapia Celebration of Diversity in Computing Conference 2009, Pages 93-97, 2009.

Fei Wang, Bin Zhang, Ta-Hsin Li, Wen jun Yin, Jin Dong, and Tao Li. Preference Learning with Extreme Examples. In The 21st International Joint Conference on Artificial Intelligence (IJCAI 2009), Pages 1285-1290, 2009.
Fei Wang, Xin Wang, and Tao Li. Generalized Cluster Aggregation. In The 21st International Joint Conference on Artificial Intelligence (IJCAI 2009), Pages 1279-1284, 2009.
Dan Zhang, Fei Wang, Luo Si, and Tao Li. Maximum Margin Multiple Instance Clustering. In The 21st International Joint Conference on Artificial Intelligence (IJCAI 2009), Pages 1339-1344, 2009.
Fei Wang, Xin Wang, and Tao Li. Beyond the Graphs: Semi-Parametric Semi-Supervised Discriminant Analysis. In IEEE Comp. Society Conf. on Computer Vision and Pattern Recognition (CVPR 2009), Pages 2113-2120, 2009.
Fei Wang, Chris Ding, and Tao Li. Integrated KL (K-means - Laplacian) Clustering: A New Clustering Approach by Combining Attribute Data and Pairwise Relations. In Proceedings of the Ninth SIAM Conference on Data Mining (SDM 2009), Sparks, Nevada. Pages 38-48. 2009.

2008

Chris Ding, Tao Li and Michael I. Jordan. Nonnegative Matrix Factorization for Combinatorial Optimization: Spectral Clustering, Graph Matching, and Clique Finding. In Proceedings of 2008 IEEE International Conference on Data Mining (ICDM 2008), Pages 183-192, 2008.
Dingding Wang, Shenghuo Zhu, Tao Li, Yun Chi, and Yihong Gong. Integrating Clustering and Multi-document Summarization to Improve Document Understanding. In Proceedings of the Conference on Information and Knowledge Management (CIKM 2008), Pages 1435-1436, 2008.
Wei Peng, Tao Li and Bo Shao. Clustering Multiway Data via Adaptive Subspace Iteration. In Proceedings of the Conference on Information and Knowledge Management (CIKM 2008), Pages 1519-1520, 2008.
Fei Wang, Shouchun Chen, Tao Li, Changshui Zhang. Semi-Supervised Metric Learning by Maximizing Constraint Margin. In Proceedings of the Conference on Information and Knowledge Management (CIKM 2008), Pages 1457-1458, 2008.
Bo Shao, Tao Li, and Mitsunori Ogihara. Quantify Music Artist Similarity Based on Style and Mood. In Proceedings of 10th ACM workshop on Web information and data management (WIDM 2008), Pages 119-124, 2008.
Mitsunori Ogihara and Tao Li. N-Gram Profiles for Composer Style Identification. In Proceedings of the ninth International Conference on Music Information Retrieval (ISMIR 2008), Pages 671-676, 2008 .
Heng Huang, Chris Ding, Dijun Luo, Tao Li. Simultaneous Tensor Subspace Selection and Clustering: The Equivalence of High Order SVD and K-Means Clustering. In Proceedings of the The 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (SIGKDD 2008), Pages 327-335, 2008.
Shenghuo Zhu, Tao Li, Zhiyuan Chen, Dingding Wang, and Yihong Gong. Dynamic Active Probing of Helpdesk Databases. In Proceedings of the 34th International Conference on Very Large Data Bases (VLDB 2008), 748-760, 2008.
Tao Li, Chris Ding, Yi Zhang, and Bo Shao. Knowledge Transformation from Word Space to Document Space. In Proceedings of The 31^st Annual International ACM SIGIR Conference (SIGIR 2008), Pages 187-194, 2008.
Dingding Wang, Tao Li, Shenghuo Zhu,and Chris Ding. Multi-Document Summarization via Sentence-Level Semantic Analysis and Symmetric Matrix Factorization. In Proceedings of The 31^st Annual International ACM SIGIR Conference (SIGIR 2008), Pages 307-314, 2008.
Wei Peng and Tao Li. Author-Topic Evolution Analysis using Three-way Non-negative Paratucker. In Proceedings of The 31^st Annual International ACM SIGIR Conference (SIGIR 2008), Pages 819-820, 2008. (Poster)
Chris Ding, Tao Li, Dijun Luo and Wei Peng. Posterior Probabilistic Clustering using NMF. In Proceedings of The 31^st Annual International ACM SIGIR Conference (SIGIR 2008), Pages 831-832, 2008 . (Poster)
Dan Zhang, Fei Wang, Changshui Zhang,and Tao Li. Multi-view Local Learning. In Proceedings of The 23rd AAAI Conference on Artificial Intelligence (AAAI 2008), Pages 752-757, 2008.
Fei Wang, Tao Li, Gang Wang, and Changshui Zhang. Semi-supervised Classification Using Local and Global Regularization. In Proceedings of The 23rd AAAI Conference on Artificial Intelligence (AAAI 2008), Pages 726-731, 2008.
Ricardo Koller, Raju Rangaswami, Joseph Marrero, Igor Hernandez, Geoffrey Smith, Mandy Barsilai, Silviu Necula, S. Masoud Sadjadi, Tao Li, and Krista Merrill. Anatomy of a Real-time Intrusion Prevention System. In Proceedings of the IEEE International Conference on Autonomic Computing (ICAC 2008), Page 151-160, 2008.
Khalid Saleem, Steve Luis, Yi Deng, Shu-ching Chen, Vagelis Hristidis and Tao Li. Towards a Business Continuity Information Network for Rapid Disaster Recovery. In Proceedings of the 9th Annual International Conference on Digital Government Research (dg.o 2008), Pages 107-116, 2008.
Fei Wang, Tao Li and Changshui Zhang. Semi-Supervised Clustering via Matrix Factorization. In Proceedings of 2008 SIAM International Conference on Data Mining (SDM 2008), Pages 1-12, 2008.
Tao Li and Chris Ding. Weighted Consensus Clustering. In Proceedings of 2008 SIAM International Conference on Data Mining (SDM 2008), Pages 798-809, 2008

2007

Tao Li, Chris Ding and Michael I. Jordan. Solving Consensus and Semi-supervised Clustering Problems Using Nonnegative Matrix Factorization. In Proceedings of 2007 IEEE International Conference on Data Mining (ICDM 2007), Pages 577-582.
Zhongyuan Zhang, Tao Li, Chris Ding and Xiang-Sun Zhang. Binary Matrix Factorization with Applications. In Proceedings of 2007 IEEE International Conference on Data Mining (ICDM 2007), Pages 391-400, 2007.
Wei Peng, Chris Ding, Tao Li and Tong Sun. Finding Hotspots in Document Collection. In Proceedings of the 19th IEEE International Conference on Tools with Artificial Intelligence (ICTAI 2007), Pages 313-320, 2007.
Fei Wang and Tao Li. Gene Selection via Matrix Factorization. In Proceedings of 7th IEEE Conference on Bioinformatics and Bioengineering (BIBE2007), Pages 1046-1050, 2007.
Fei Wang, Xin Wang, Tao Li. Efficient Label Propagation for Interactive Image Segmentation. The 6th International Conference on Machine Learning and Applications (ICMLA 2007), Pages 136-141, 2007.
Erliang Zeng, Chengyong Yang, Tao Li and Giri Narasimhan. On the Effectiveness of Constraints Sets in Clustering Genes. In Proceedings of 7th IEEE Conference on Bioinformatics and Bioengineering (BIBE2007), Pages 79-86, 2007.
Yi Zhang, Chris Ding and Tao Li. A Two-Stage Gene Selection Algorithm by Combining ReliefF and mRMR. In Proceedings of 7th IEEE Conference on Bioinformatics and Bioengineering (BIBE2007), Pages 164-171, 2007.
Wei Peng, Tao Li, and Mitsunori Ogihara. Music Clustering With Constraints. In Proceedings of the 8th International Conference on Music Information Retrieval (ISMIR 2007), Pages 27-32, 2007.
Yanfang Ye, Dingding Wang, Tao Li, and Dongyi Ye. IMDS: Intelligent Malware Detection System. In Proceedings of ACM Int'l Conf. on Knowledge Discovery and Data Mining (SIGKDD 2007), Pages 1043-1047, 2007.
Chris Ding, Rong Jin, Tao Li, and Horst D. Simon. A Learning Framework using Green's Function and Kernel Regularization with Application for Recommender System. In Proceedings of ACM Int'l Conf. on Knowledge Discovery and Data Mining (SIGKDD 2007), Pages 260-269, 2007.
Wei Peng, Charles Perng, Tao Li, and Haixun Wang. Event Summarization for System Management. In Proceedings of ACM Int'l Conf. on Knowledge Discovery and Data Mining (SIGKDD 2007), Pages 1028-1032, 2007.
Wei Peng, Tong Sun, Philip Rose, and Tao Li, A Semi-automatic System with an Iterative Learning Method for Discovering the Leading Indicators in Business Processes, SIGKDD'07 workshop on Domain Driven Data Mining (DDDM'07), Pages 33-42, 2007.
Fei Wang, Changshui Zhang, and Tao Li. Regularized Clustering for Documents. In Proceedings of the 30th Annual International ACM SIGIR Conference on Research & Development in Information Retrieval (SIGIR 2007), Pages 95-102, 2007.
Chris Ding and Tao Li. Adaptive Dimension Reduction Using Discriminant Analysis and K-means Clustering. In Proceedings of International Conference on Machine Learning (ICML 2007), Pages 521-528, 2007.
Fei Wang, Changshui Zhang, and Tao Li.. Clustering with Local and Global Regularization. In Proceedings of the 22nd National Conference on Artificial Intelligence (AAAI 2007), Pages 657-662, 2007.
Zhiyuan Chen and Tao Li. Addressing Diverse User Preferences in SQL-Query-Result Navigation. In Proceedings of the 2007 ACM SIGMOD Conference (SIGMOD 2007), Pages 641-652.

2006

Tao Li and Chris Ding. The Relationships among Various Nonnegative Matrix Factorization Methods for Clustering. In Proceedings of the 2006 IEEE International Conference on Data Mining (ICDM 2006), Pages 362-371, 2006.
Tao Li, Mitsunori Ogihara, and Shenghuo Zhu. Integrating Features from Different Sources for Music Information Retrieval. In Proceedings of the 2006 IEEE International Conference on Data Mining (ICDM 2006), Pages 372-381, 2006.
Chris Ding, Ya Zhang, Tao Li, and Stephen Holbrook, Biclustering Protein Complex Interactions with a Biclique Finding Algorithm. In Proceedings of the 2006 IEEE International Conference on Data Mining (ICDM 2006), Pages 178-187, 2006.
Alex F. Wang, Sheng Ma, Liuzhong Yang, and Tao Li. Recommendation on Item Graphs. In Proceedings of the 2006 IEEE International Conference on Data Mining (ICDM 2006), Pages 1119-1123, 2006.
Wei Peng and Tao Li. Interval Data Clustering with Applications. In Proceedings of the 18th IEEE International Conference on Tools with Artificial Intelligence (ICTAI 2006), Pages 355-362, 2006.
Tao Li, Chengliang Zhang, and Shenghuo Zhu. Empirical Studies on Multilabel Classification. In Proceedings of the 18th IEEE International Conference on Tools with Artificial Intelligence (ICTAI 2006), Pages 86-92, 2006.
Wei Peng and Tao Li. IntClust: A Software Package for Clustering Replicated Microarray Data. In Proceedings of the IEEE 6th Symposium on Bioinformatics & Bioengineering (BIBE 2006), 103-109, 2006.
Wei Peng and Tao Li, and Giri Narasimhan. Mining the Database of Transcription Binding Sites. In Proceedings of the IEEE 6th Symposium on Bioinformatics & Bioengineering (BIBE 2006), Pages 61-64, 2006.
Chris Ding, Tao Li, Wei Peng, and Haesun Park. Orthogonal Nonnegative Matrix Tri-factorizations for Clustering . In Proceedings of the Twelfth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (SIGKDD 2006), Pages 126-135, 2006.
Chris Ding, Tao Li and Wei Peng. Nonnegative Matrix Factorization and Probabilistic Latent Semantic Indexing: Equivalence, Chi-square Statistic, and a Hybrid Method. In Proceeding of National Conference on Artificial Intelligence (AAAI-06), 2006.
Ramakrishna Varadarajan, Vagelis Hristidis, and Tao Li. Searching the Web using Composed Pages, In Proceedings of The Twenty-Ninth Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2006), Pages 713-714, 2006. (poster)
Weixiang Sun, Tao Li, Wei Peng, and Tong Sun. Incremental Workflow Mining with Optional Patterns, In proceedings of 2006 IEEE International Conference on Systems, Man, and Cybernetics (SMC 2006), Pages 2764-2771, 2006.

2005

Tao Li and Wei Peng. A Clustering Model Based on Matrix Approximation with Applications to Cluster System Log Files. In Proceedings of the 16th European Conference on Machine Learning (ECML 2005), Pages 625-632, 2005.
Tao Li. A General Model for Clustering Binary Data. In Proceedings of the Eleventh ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (SIGKDD 2005), Pages 188-197, 2005.
Tao Li, Feng Liang, Sheng Ma, and Wei Peng. An Integrated Framework on Mining Logs Files for Computing System Management. In Proceedings of the Eleventh ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (SIGKDD 2005), Pages 776-781, 2005.
Chengyong Yang, Erliang Zeng, Tao Li, and Giri Narasimhan. Clustering Genes Using Gene Expression and Text Literature Data. In Proceedings of the 2005 IEEE Computational Systems Bioinformatics Conference (CSB 2005), Pages 329-340, 2005.
Chengyong Yang, Erliang Zeng, Tao Li, and Giri Narasimhan. A Knowledge-Driven Method to Evaluate Multi-source Clustering. ISPA Workshops 2005: 196-202, 2005.
Wei Peng, Tao Li, and Sheng Ma. Mining Logs Files for Computing System Management. In Proceedings of the 2nd IEEE International Conference on Autonomic Computing (ICAC 2005), Pages 309-310.
Tao Li and Shenghuo Zhu. On Clustering Binary Data. In Proceedings of the 2005 SIAM International Conference on Data Mining (SDM 2005), Pages 526-530, 2005.
Tao Li and Shenghuo Zhu. Hierarchical Document Classification Using Automatically Generated Hierarchy. In Proceedings of the 2005 SIAM International Conference on Data Mining (SDM 2005), Pages 521-525, 2005.
Tao Li and Mitsunori Ogihara. Music Genre Classification with Taxonomy. In Proceedings of The 2005 IEEE International Conference on Acoustics, Speech, and Signal Processing ( ICASSP 2005), Pages V197-V200, 2005.

2004

Tao Li, Mitsunori Ogihara ,and Sheng Ma. On Combining Multiple Clusterings. In Proceedings of The Thirteenth Conference on Information and Knowledge Management (CIKM 2004), Pages 294-303, 2004.
Tao Li and Mitsunori Ogihara. Semi-supervised Learning for Music Artist Style Identification. In Proceedings of The Thirteenth Conference on Information and Knowledge Management (CIKM 2004), Pages 152-153, 2004.
Tao Li and Sheng Ma. Mining Temporal Patterns Without Pre-defined Time Windows. In Proceedings of the Fourth International Conference on Data Mining (ICDM 2004), Pages 451-454.
Tao Li and Mitsunori Ogihara. Music Artist Style Identification by Semisupervised Learning from both Lyrics and Conent. In Proceedings of ACM Conference on Multimedia (MM 2004), Pages 364-367, 2004.
Tao Li, Sheng Ma, and Mitsunori Ogihara. Document Clustering via Adaptive Subspace Iteration. In Proceedings of the Twenty-Seventh Annual International ACM SIGIR Conference on Research and Development in Information Retrieval( SIGIR 2004), Pages 218-225, 2004.
Tao Li, Sheng Ma, and Mitsunori Ogihara. Entropy-Based Criterion in Categorical Clustering. In Proceedings of the 2004 IEEE International Conference on Machine Learning (ICML 2004), Pages 536-543, 2004.
Tao Li and Mitsunori Ogihara. Content-Based Music Similarity Search and Emotion Detection. In Proceedings of the 2004 IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2004), Pages V705-V708, 2004.
Tao Li and Sheng Ma. IFD: Iterative Feature and Data Clustering. In Proceedings of the 2004 SIAM International Conference on Data Mining (SDM 2004), Pages 472-476, 2005.

2003

Tao Li, Shenghuo Zhu, and Mitsunori Ogihara. Using Discriminant Analysis for Multi-class Classification. In Proceedings of the Third IEEE International Conference on Data Mining ( ICDM 2003), Pages 589-592, 2003.
Tao Li, Shenghuo Zhu, and Mitsunori Ogihara. Efficient Multi-way Text Categorization via Generalized Discriminant Analysis. In Proceedings of the Twelfth International Conference on Information and Knowledge Management( CIKM 2003), Pages 317-324, 2003.
Tao Li, Mitsunori Ogihara, and Qi Li. A Comparative Study on Content-Based Music Genre Classification. In Proceedings of Annual ACM Conference on Research and Development in Information Retrieval (SIGIR 2003), Pages 282-289, 2003.
Tao Li , Shenghuo Zhu, and Mitsunori Ogihara. Topic Hierarchy Generation via Linear Discriminant Projection. In Proceedings of Annual ACM Conference on Research and Development in Information Retrieval (SIGIR 2003), Pages 421-422, 2003.
Tao Li and Mitsunori Ogihara. Detecting Emotion in Music. In Proceedings of The Fourth International Conference on Music Information Retrieval ( ISMIR 2003), Pages 239-240, 2003.
Tao Li and George Tzanetakis. Factors in Automatic Musical Genre Classification of Audio Signals. In Proceedings of 2003 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA 2003), pages 143-146, 2003. Here is the summary info on paper submission
Tao Li, Shenghuo Zhu, and Mitsunori Ogihara. A New Distributed Data Mining Model Based on Similarity. In Proceedings of the 18th Annual ACM Symposium on Applied Computing (SAC 2003)-Data Mining Track, Pages 432-436, March 2003, Melbourne, Florida, USA.
Tao Li, Shenghuo Zhu, Qi Li, and Mitsunori Ogihara. Gene Functional Classification by Semi-supervised Learning from Heterogeneous Data. In Proceedings of The 18th Annual ACM Symposium on Applied Computing ( SAC 2003)-Bioinformatics Track, Pages 78-82, March 2003, Melbourne, Florida, USA.

2002 and Before

Qi Li, Tao Li, and Shenghuo Zhu. Improving Medical/Biological Data Classification Performance by Wavelet Preprocessing. In Proceedings of The 2002 International Conference on Data Mining (ICDM 2002), Pages 657-660, December 2002.
Tao Li, Shenghuo Zhu, Mitsunori Ogihara, and Yinhe Cheng. Estimating Joint Probabilities from Marginal Ones. In Proceedings of 4th International Conference on Data Warehousing and Knowledge Discovery (Dawak 2002), Pages 31-41, LNCS 2454. Aix-en-Provence, France, September, 2002.
Shenghuo Zhu, Tao Li, and Mitsunori Ogihara. CoFD: An Algorithm for Non-distance Based Clustering in High Dimensional Spaces. In Proceedings of 4th International Conference on Data Warehousing and Knowledge Discovery (Dawak 2002), Pages 52-62, LNCS 2454. Aix-en-Provence, France, September,2002.
Shenghuo Zhu and Tao Li. A Non-distance Based Clustering Algorithm. (Oral Presentation) In Proceedings of The 2002 International Joint Conference on Neural Networks (IJCNN 2002), May, 2002.
Tao Li, Shenghuo Zhu, and Mitsunori Ogihara. Mining Patterns from Case Base Analysis. In ICDM'01 Workshop on Integrating Data Mining and Knowledge Management, 2001.

Computer Vision

Qi Li, Tao Li, Shenghuo Zhu, and Chandra Kambhamettu. How Well Can Wavelet Denoising Improve the Accuracy of Computing Fundamental Matrices? In Proceedings of IEEE Workshop on Motion and Video Computing, Pages 247-252, Dec. 2002, Orlando, FL USA.
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 Proceedings of The 18th Annual ACM Symposium on Applied Computing (SAC 2003)-Multimedia and Visualization Track (MMV) Track, Pages 951-955, March 2003, Melbourne, Florida, USA.

Systems

Tao Li and Chen Ding. Instruction Balance and its Relation to Program Energy Consumption. In Proceedings of The 14th International Workshop on Languages and Compilers for Parallel Computing of (LCPC 2001), Cumberland Falls, Kentucky, August 2001. Pages 71-85, LNCS 2624.

Xianghui Liu, Nophill Park, and Tao Li. Exploiting Both Spatial And Temporal Locality In Page Replacement Algorithm. In Proceedings of The 2nd International Conference on Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing. (An extended version also appears in International Journal of Computer & Information Science (IJCIS) Volume 3, Number 1, 2002).