| 2010 | A Probabilistic Framework to Learn from Multiple Annotators with Time-Varying Accuracy. | Pinar Donmez, Jaime G. Carbonell, Jeff G. Schneider |
| 2010 | Confidence-Based Feature Acquisition to Minimize Training and Test Costs. | Marie desJardins, James MacGlashan, Kiri L. Wagstaff |
| 2010 | The Application of Statistical Relational Learning to a Database of Criminal and Terrorist Activity. | Brian Delaney, Andrew S. Fast, William M. Campbell, Clifford J. Weinstein, David D. Jensen |
| 2010 | A SAT-based Framework for Efficient Constrained Clustering. | Ian Davidson, S. S. Ravi, Leonid Shamis |
| 2010 | Generation of Alternative Clusterings Using the CAMI Approach. | Xuan-Hong Dang, James Bailey |
| 2010 | p-ISOMAP: An Efficient Parametric Update for ISOMAP for Visual Analytics. | Jaegul Choo, Chandan K. Reddy, Hanseung Lee, Haesun Park |
| 2010 | On Mining Statistically Significant Attribute Association Information. | Pritam Chanda, Jianmei Yang, Aidong Zhang, Murali Ramanathan |
| 2010 | Multiresolution Motif Discovery in Time Series. | Nuno Filipe Castro, Paulo J. Azevedo |
| 2010 | A Compression Based Distance Measure for Texture. | Bilson J. L. Campana, Eamonn J. Keogh |
| 2010 | Fast Implementation of ℓ | Yunpeng Cai, Yijun Sun, Yubo Cheng, Jian Li, Steve Goodison |
| 2010 | Formal Concept Sampling for Counting and Threshold-Free Local Pattern Mining. | Mario Boley, Thomas Grtner, Henrik Grosskreutz |
| 2010 | Mining Maximally Banded Matrices in Binary Data. | Faris Alqadah, Raj Bhatnagar, Anil G. Jegga |
| 2010 | On Clustering Graph Streams. | Charu C. Aggarwal, Yuchen Zhao, Philip S. Yu |
| 2010 | On Classification of High-Cardinality Data Streams. | Charu C. Aggarwal, Philip S. Yu |
| 2010 | The Generalized Dimensionality Reduction Problem. | Charu C. Aggarwal |
| 2010 | On Multidimensional Sharpening of Uncertain Data. | Charu C. Aggarwal |
| 2010 | Scalable Tensor Factorizations with Missing Data. | Evrim Acar, Daniel M. Dunlavy, Tamara G. Kolda, Morten Mrup |
| 2010 | An Integrated Framework for Simultaneous Classification and Regression of Time-Series Data. | Zubin Abraham, Pang-Ning Tan |
| 2009 | Multiple Kernel Clustering. | Bin Zhao, James T. Kwok, Changshui Zhang |
| 2009 | Topic Cube: Topic Modeling for OLAP on Multidimensional Text Databases. | Duo Zhang, ChengXiang Zhai, Jiawei Han |
| 2009 | Feature Weighted SVMs Using Receiver Operating Characteristics. | Shaoyi Zhang, M. Maruf Hossain, Md. Rafiul Hassan, James Bailey, Kotagiri Ramamohanarao |
| 2009 | Speeding Up Secure Computations via Embedded Caching. | K. Zhai, W. K. Ng, A. R. Herianto, S. Han |
| 2009 | Agglomerative Mean-Shift Clustering via Query Set Compression. | Xiaotong Yuan, Bao-Gang Hu, Ran He |
| 2009 | Parallel Pairwise Clustering. | Elad Yom-Tov, Noam Slonim |
| 2009 | Graph Generation with Prescribed Feature Constraints. | Xiaowei Ying, Xintao Wu |