| 2010 | Unsupervised Discovery of Abnormal Activity Occurrences in Multi-dimensional Time Series, with Applications in Wearable Systems. | Alireza Vahdatpour, Majid Sarrafzadeh |
| 2010 | MACH: Fast Randomized Tensor Decompositions. | Charalampos E. Tsourakakis |
| 2010 | Direct Density Ratio Estimation with Dimensionality Reduction. | Masashi Sugiyama, Satoshi Hara, Paul von Bnau, Taiji Suzuki, Takafumi Kanamori, Motoaki Kawanabe |
| 2010 | Mining Actionable Subspace Clusters in Sequential Data. | Kelvin Sim, Ardian Kristanto Poernomo, Vivekanand Gopalkrishnan |
| 2010 | Predictive Modeling with Heterogeneous Sources. | Xiaoxiao Shi, Qi Liu, Wei Fan, Qiang Yang, Philip S. Yu |
| 2010 | Fast and Accurate Gene Prediction by Decision Tree Classification. | Rong She, Jeffrey Shih-Chieh Chu, Ke Wang, Nansheng Chen |
| 2010 | Residual Bayesian Co-clustering for Matrix Approximation. | Hanhuai Shan, Arindam Banerjee |
| 2010 | Predicting Customer Churn in Mobile Networks through Analysis of Social Groups. | Yossi Richter, Elad Yom-Tov, Noam Slonim |
| 2010 | Time-Series Classification in Many Intrinsic Dimensions. | Milos Radovanovic, Alexandros Nanopoulos, Mirjana Ivanovic |
| 2010 | Alleviating the Sparsity Problem in Collaborative Filtering by Using an Adapted Distance and a Graph-Based Method. | Beau Piccart, Jan Struyf, Hendrik Blockeel |
| 2010 | Fast Stochastic Frank-Wolfe Algorithms for Nonlinear SVMs. | Hua Ouyang, Alexander G. Gray |
| 2010 | Evaluating Query Result Significance in Databases via Randomizations. | Markus Ojala, Gemma C. Garriga, Aristides Gionis, Heikki Mannila |
| 2010 | On Low-Rank Updates to the Singular Value and Tucker Decompositions. | Michael J. O'Hara |
| 2010 | Do You Trust to Get Trust? A Study of Trust Reciprocity Behaviors and Reciprocal Trust Prediction. | Viet-An Nguyen, Ee-Peng Lim, Hwee-Hoon Tan, Jing Jiang, Aixin Sun |
| 2010 | Inferring Probability Distributions of Graph Size and Node Degree from Stochastic Graph Grammars. | Sourav Mukherjee, Tim Oates |
| 2010 | Robust Mining of Time Intervals with Semi-interval Partial Order Patterns. | Fabian Mrchen, Dmitriy Fradkin |
| 2010 | Cascading Spatio-temporal Pattern Discovery: A Summary of Results. | Pradeep Mohan, Shashi Shekhar, James A. Shine, James P. Rogers |
| 2010 | Frequentness-Transition Queries for Distinctive Pattern Mining from Time-Segmented Databases. | Shin-ichi Minato, Takeaki Uno |
| 2010 | Exact Passive-Aggressive Algorithm for Multiclass Classification Using Support Class. | Shin Matsushima, Nobuyuki Shimizu, Kazuhiro Yoshida, Takashi Ninomiya, Hiroshi Nakagawa |
| 2010 | Convex Principal Feature Selection. | Mahdokht Masaeli, Yan Yan, Ying Cui, Glenn Fung, Jennifer G. Dy |
| 2010 | A Permutation Approach to Validation. | Malik Magdon-Ismail, Konstantin Mertsalov |
| 2010 | Adaptive Informative Sampling for Active Learning. | Zhenyu Lu, Xindong Wu, Josh C. Bongard |
| 2010 | Mining Top-K Patterns from Binary Datasets in Presence of Noise. | Claudio Lucchese, Salvatore Orlando, Raffaele Perego |
| 2010 | Single-Pass Distributed Learning of Multi-class SVMs Using Core-Sets. | Stefano Lodi, Ricardo anculef, Claudio Sartori |
| 2010 | Cross-Selling Optimization for Customized Promotion. | Nan Li, Yinghui Yang, Xifeng Yan |