| 李涛 |
| 所属地区 |
中国 |
|
| 所属行业 |
未知 |
| 所属专业 |
未知 |
| 所属分类 |
高等院校 |
| 个人基本信息 |
| 性别 |
男 |
出生年月 |
未知 |
| 职称 |
教授 |
学历 |
博士 |
| 研究领域 |
数据挖掘文本分析机器学习生物信息学计算机系统管理 |
| 毕业院校 |
美国 University of Rochester |
| 工作单位 |
厦门大学信息科学与技术学院 |
| 个人简介 |
李涛 厦门大学讲座教授 / 美国佛罗里达国际大学副教授 美国 University of Rochester 博士（2004） 研究方向: 数据挖掘文本分析机器学习生物信息学计算机系统管理 所属部门: 计算机科学系
学术兼职: 担任过数据挖掘和知识发现国际权威期刊的专刊主编，组织过十多个国际会议和主题研讨会，担任过100多国际学术会议（包括数据挖掘领域的所有权威会议）的评审委员会委员，是超过50个国际期刊的审稿人。
代表性论文: 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. 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. 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. 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. 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. 其它论文请看个人主页 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. 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 Analysis for Multi-class Classification: An Experiment Investigation. Knowledge and Information Systems Journal, 10(4): 453-472 (2006). 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. 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). 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 D 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 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. 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) 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 (SI 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. 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). 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 Con 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. 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. 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, 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. 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), 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. 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 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. 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 3 |
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