| 2011 | Extending Consensus Clustering to Explore Multiple Clustering Views. | Yi Zhang, Tao Li |
| 2011 | Diversified Trajectory Pattern Ranking in Geo-tagged Social Media. | Zhijun Yin, Liangliang Cao, Jiawei Han, Jiebo Luo, Thomas S. Huang |
| 2011 | Learning Feature Dependencies for Noise Correction in Biomedical Prediction. | Ghim-Eng Yap, Ah-Hwee Tan, HweeHwa Pang |
| 2011 | Extracting Interpretable Features for Early Classification on Time Series. | Zhengzheng Xing, Jian Pei, Philip S. Yu, Ke Wang |
| 2011 | MKBoost: A Framework of Multiple Kernel Boosting. | Hao Xia, Steven C. H. Hoi |
| 2011 | iMet: Interactive Metric Learning in Healthcare Applications. | Fei Wang, Jimeng Sun, Jianying Hu, Shahram Ebadollahi |
| 2011 | Integrating Distance Metrics Learned from Multiple Experts and its Application in Inter-Patient Similarity Assessment. | Fei Wang, Jimeng Sun, Shahram Ebadollahi |
| 2011 | Efficient Document Clustering via Online Nonnegative Matrix Factorizations. | Fei Wang, Ping Li, Arnd Christian Knig |
| 2011 | Nonparametric Bayesian Co-clustering Ensembles. | Pu Wang, Kathryn B. Laskey, Carlotta Domeniconi, Michael I. Jordan |
| 2011 | Who Should Label What? Instance Allocation in Multiple Expert Active Learning. | Byron C. Wallace, Kevin Small, Carla E. Brodley, Thomas A. Trikalinos |
| 2011 | Significance of Patterns in Time Series Collections. | Niko Vuokko, Petteri Kaski |
| 2011 | Exemplar-based Robust Coherent Biclustering. | Kewei Tu, Xixiu Ouyang, Dingyi Han, Vasant G. Honavar |
| 2011 | Semantic Graph Kernels for Automated Reasoning. | Evgeni Tsivtsivadze, Josef Urban, Herman Geuvers, Tom Heskes |
| 2011 | Probabilistic Models over Ordered Partitions with Applications in Document Ranking and Collaborative Filtering. | Truyen Tran, Dinh Q. Phung, Svetha Venkatesh |
| 2011 | Non-Negative Residual Matrix Factorization with Application to Graph Anomaly Detection. | Hanghang Tong, Ching-Yung Lin |
| 2011 | Gaussian Process for Dimensionality Reduction in Transfer Learning. | Bin Tong, Junbin Gao, Thach Huy Nguyen, Einoshin Suzuki |
| 2011 | Are your Items in Order. | Nikolaj Tatti |
| 2011 | Sequential Minimal Optimization in Adaptive-Bandwidth Convex Clustering. | Rikiya Takahashi |
| 2011 | Structural Diversity for Privacy in Publishing Social Networks. | Chih-Hua Tai, Philip S. Yu, De-Nian Yang, Ming-Syan Chen |
| 2011 | Kernel-based Similarity Search in Massive Graph Databases with Wavelet Trees. | Yasuo Tabei, Koji Tsuda |
| 2011 | The Odd One Out: Identifying and Characterising Anomalies. | Koen Smets, Jilles Vreeken |
| 2011 | A Structure Function for Transaction Data. | Arno Siebes, Ren Kersten |
| 2011 | A Sequential Dual Method for Structural SVMs. | Shirish K. Shevade, P. Balamurugan, S. Sundararajan, S. Sathiya Keerthi |
| 2011 | A Tractable Pseudo-Likelihood Function for Bayes Nets Applied to Relational Data. | Oliver Schulte |
| 2011 | Clustered low rank approximation of graphs in information science applications. | Berkant Savas, Inderjit S. Dhillon |