| 2009 | On Randomness Measures for Social Networks. | Xiaowei Ying, Xintao Wu |
| 2009 | Autocannibalistic and Anyspace Indexing Algorithms with Application to Sensor Data Mining. | Lexiang Ye, Xiaoyue Wang, Eamonn J. Keogh, Agenor Mafra-Neto |
| 2009 | Straightforward Feature Selection for Scalable Latent Semantic Indexing. | Jun Yan, Shuicheng Yan, Ning Liu, Zheng Chen |
| 2009 | Semi-supervised Learning by Sparse Representation. | Shuicheng Yan, Huan Wang |
| 2009 | Outlier Detection with Globally Optimal Exemplar-Based GMM. | Xingwei Yang, Longin Jan Latecki, Dragoljub Pokrajac |
| 2009 | A Bayesian Approach Toward Finding Communities and Their Evolutions in Dynamic Social Networks. | Tianbao Yang, Yun Chi, Shenghuo Zhu, Yihong Gong, Rong Jin |
| 2009 | Multi-Modal Hierarchical Dirichlet Process Model for Predicting Image Annotation and Image-Object Label Correspondence. | Oksana Yakhnenko, Vasant G. Honavar |
| 2009 | An Entity Based Model for Coreference Resolution. | Michael L. Wick, Aron Culotta, Khashayar Rohanimanesh, Andrew McCallum |
| 2009 | Mining for Surprise Events Within Text Streams. | Paul Whitney, Dave Engel, Nick Cramer |
| 2009 | Twin Vector Machines for Online Learning on a Budget. | Zhuang Wang, Slobodan Vucetic |
| 2009 | Efficient Active Learning with Boosting. | Zheng Wang, Yangqiu Song, Changshui Zhang |
| 2009 | Bayesian Cluster Ensembles. | Hongjun Wang, Hanhuai Shan, Arindam Banerjee |
| 2009 | Integrated KL (K-means - Laplacian) Clustering: A New Clustering Approach by Combining Attribute Data and Pairwise Relations. | Fei Wang, Chris H. Q. Ding, Tao Li |
| 2009 | Optimal Distance Bounds on Time-Series Data. | Michail Vlachos, Suleyman Serdar Kozat, Philip S. Yu |
| 2009 | Mining Complex Spatio-Temporal Sequence Patterns. | Florian Verhein |
| 2009 | On the Comparison of Relative Clustering Validity Criteria. | Lucas Vendramin, Ricardo J. G. B. Campello, Eduardo R. Hruschka |
| 2009 | The Metric Dilemma: Competence-Conscious Associative Classification. | Adriano Veloso, Mohammed Javeed Zaki, Wagner Meira Jr., Marcos Andr Gonalves |
| 2009 | Non-negative Matrix Factorization, Convexity and Isometry. | Nikolaos Vasiloglou, Alexander G. Gray, David V. Anderson |
| 2009 | Near-optimal Supervised Feature Selection among Frequent Subgraphs. | Marisa Thoma, Hong Cheng, Arthur Gretton, Jiawei Han, Hans-Peter Kriegel, Alexander J. Smola, Le Song, Philip S. Yu, Xifeng Yan, Karsten M. Borgwardt |
| 2009 | Finding Links and Initiators: A Graph-Reconstruction Problem. | Heikki Mannila, Evimaria Terzi |
| 2009 | Multi-topic Based Query-Oriented Summarization. | Jie Tang, Limin Yao, Dewei Chen |
| 2009 | Tracking User Mobility to Detect Suspicious Behavior. | Gaurav Tandon, Philip K. Chan |
| 2009 | CORE: Nonparametric Clustering of Large Numeric Databases. | Andrej Taliun, Michael H. Bhlen, Arturas Mazeika |
| 2009 | MultiVis: Content-Based Social Network Exploration through Multi-way Visual Analysis. | Jimeng Sun, Spiros Papadimitriou, Ching-Yung Lin, Nan Cao, Shixia Liu, Weihong Qian |
| 2009 | Parallel Large Scale Feature Selection for Logistic Regression. | Sameer Singh, Jeremy Kubica, Scott Larsen, Daria Sorokina |