| 2011 | Segmented nestedness in binary data. | Esa Junttila, Petteri Kaski |
| 2011 | Multi-task Multiple Kernel Learning. | Pratik Jawanpuria, Jagarlapudi Saketha Nath |
| 2011 | Online Max-Margin Weight Learning for Markov Logic Networks. | Tuyen N. Huynh, Raymond J. Mooney |
| 2011 | A Fast Algorithm for Sparse PCA and a New Sparsity Control Criteria. | Yunlong He, Renato D. C. Monteiro, Haesun Park |
| 2011 | Feature-based Inductive Transfer Learning through Minimum Encoding. | Hao Shao, Einoshin Suzuki |
| 2011 | Temporal Structure Learning for Clustering Massive Data Streams in Real-Time. | Michael Hahsler, Margaret H. Dunham |
| 2011 | From Black and White to Full Colour: Extending Redescription Mining Outside the Boolean World. | Esther Galbrun, Pauli Miettinen |
| 2011 | Multi-Instance Mixture Models. | James R. Foulds, Padhraic Smyth |
| 2011 | Scalable Software-Defect Localisation by Hierarchical Mining of Dynamic Call Graphs. | Frank Eichinger, Christopher Oner, Klemens Bhm |
| 2011 | Active Teaching for Inductive Learners. | Jun Du, Charles X. Ling |
| 2011 | Maximising the Quality of Influence. | Charanpal Dhanjal, Stphan Clmenon |
| 2011 | Fast Rule Mining Over Multi-Dimensional Windows. | Mahashweta Das, Deepak Padmanabhan, Prasad Deshpande, Ramakrishnan Kannan |
| 2011 | Sparse Solutions for Single Class SVMs: A Bi-Criterion Approach. | Santanu Das, Nikunj C. Oza |
| 2011 | Predicting Item Adoption Using Social Correlation. | Freddy Chong Tat Chua, Hady Wirawan Lauw, Ee-Peng Lim |
| 2011 | Computationally Generated Cardiac Biomarkers: Heart Rate Patterns to Predict Death Following Coronary Attacks. | Chih-Chun Chia, Zeeshan Syed |
| 2011 | Semi-supervised Variable Weighting for Clustering. | Ling Chen, Chengqi Zhang |
| 2011 | Sparse Latent Semantic Analysis. | Xi Chen, Yanjun Qi, Bing Bai, Qihang Lin, Jaime G. Carbonell |
| 2011 | Efficient Kernel Approximation for Large-Scale Support Vector Machine Classification. | Ming-Syan Chen, Keng-Pei Lin |
| 2011 | Influence Maximization in Social Networks When Negative Opinions May Emerge and Propagate. | Wei Chen, Alex Collins, Rachel Cummings, Te Ke, Zhenming Liu, David Rincn, Xiaorui Sun, Yajun Wang, Wei Wei, Yifei Yuan |
| 2011 | Large Scale Graph Mining and Inference for Malware Detection. | Duen Horng Chau, Carey Nachenberg, Jeffrey Wilhelm, Adam Wright, Christos Faloutsos |
| 2011 | ABACUS: Mining Arbitrary Shaped Clusters from Large Datasets based on Backbone Identification. | Vineet Chaoji, Geng Li, Hilmi Yildirim, Mohammed Javeed Zaki |
| 2011 | A Gaussian Process Based Online Change Detection Algorithm for Monitoring Periodic Time Series. | Varun Chandola, Ranga Raju Vatsavai |
| 2011 | Time Series Motifs Statistical Significance. | Nuno Filipe Castro, Paulo J. Azevedo |
| 2011 | Characterizing Uncertain Data using Compression. | Francesco Bonchi, Matthijs van Leeuwen, Antti Ukkonen |
| 2011 | Distributed Monitoring of the R2 Statistic for Linear Regression. | Kanishka Bhaduri, Kamalika Das, Chris Giannella |