| 2010 | Subclass-Oriented Dimension Reduction with Constraint Transformation and Manifold Regularization. | Bin Tong, Einoshin Suzuki |
| 2010 | BASSET: Scalable Gateway Finder in Large Graphs. | Hanghang Tong, Spiros Papadimitriou, Christos Faloutsos, Philip S. Yu, Tina Eliassi-Rad |
| 2010 | Satisfying Privacy Requirements: One Step before Anonymization. | Xiaoxun Sun, Hua Wang, Jiuyong Li |
| 2010 | A Framework for SQL-Based Mining of Large Graphs on Relational Databases. | Sriganesh Srihari, Shruti Chandrashekar, Srinivasan Parthasarathy |
| 2010 | Player Performance Prediction in Massively Multiplayer Online Role-Playing Games (MMORPGs). | Kyong Jin Shim, Richa Sharan, Jaideep Srivastava |
| 2010 | Using Association Rules to Solve the Cold-Start Problem in Recommender Systems. | Gavin Shaw, Yue Xu, Shlomo Geva |
| 2010 | An Approach for Fast Hierarchical Agglomerative Clustering Using Graphics Processors with CUDA. | S. A. Arul Shalom, Manoranjan Dash, Minh Tue |
| 2010 | Correspondence Clustering: An Approach to Cluster Multiple Related Spatial Datasets. | Vadeerat Rinsurongkawong, Christoph F. Eick |
| 2010 | Privacy-Preserving Network Aggregation. | Troy Raeder, Marina Blanton, Nitesh V. Chawla, Keith B. Frikken |
| 2010 | Semi-supervised Tag Recommendation - Using Untagged Resources to Mitigate Cold-Start Problems. | Christine Preisach, Leandro Balby Marinho, Lars Schmidt-Thieme |
| 2010 | EigenSpokes: Surprising Patterns and Scalable Community Chipping in Large Graphs. | B. Aditya Prakash, Ashwin Sridharan, Mukund Seshadri, Sridhar Machiraju, Christos Faloutsos |
| 2010 | Summarizing Multidimensional Data Streams: A Hierarchy-Graph-Based Approach. | Yoann Pitarch, Anne Laurent, Pascal Poncelet |
| 2010 | Classifier Ensemble for Uncertain Data Stream Classification. | Shirui Pan, Kuan Wu, Yang Zhang, Xue Li |
| 2010 | Rough Margin Based Core Vector Machine. | Gang Niu, Bo Dai, Lin Shang, Yangsheng Ji |
| 2010 | Supervised Learning with Minimal Effort. | Eileen A. Ni, Charles X. Ling |
| 2010 | Classification and Pattern Discovery of Mood in Weblogs. | Thin Nguyen, Dinh Q. Phung, Brett Adams, Truyen Tran, Svetha Venkatesh |
| 2010 | A Set Correlation Model for Partitional Clustering. | Xuan Vinh Nguyen, Michael E. Houle |
| 2010 | Efficiently Finding the Best Parameter for the Emerging Pattern-Based Classifier PCL. | Thanh-Son Ngo, Mengling Feng, Guimei Liu, Limsoon Wong |
| 2010 | Game Theoretic Approaches to Knowledge Discovery and Data Mining. | Y. Narahari |
| 2010 | Vocabulary Filtering for Term Weighting in Archived Question Search. | Zhaoyan Ming, Kai Wang, Tat-Seng Chua |
| 2010 | Mining Wikipedia and Yahoo! Answers for Question Expansion in Opinion QA. | Yajie Miao, Chunping Li |
| 2010 | Orthogonal Nonnegative Matrix Tri-factorization for Semi-supervised Document Co-clustering. | Huifang Ma, Weizhong Zhao, Qing Tan, Zhongzhi Shi |
| 2010 | Classification and Novel Class Detection in Data Streams with Active Mining. | Mohammad M. Masud, Jing Gao, Latifur Khan, Jiawei Han, Bhavani Thuraisingham |
| 2010 | Capture of Evidence for Summarization: An Application of Enhanced Subjective Logic. | Sukanya Manna, B. Sumudu U. Mendis, Tom Gedeon |
| 2010 | Online Sampling of High Centrality Individuals in Social Networks. | Arun S. Maiya, Tanya Y. Berger-Wolf |