| 2011 | A Complexity-Invariant Distance Measure for Time Series. Gustavo E. A. P. A. Batista, Xiaoyue Wang, Eamonn J. Keogh |
| 2011 | A Fast Algorithm for Sparse PCA and a New Sparsity Control Criteria. Yunlong He, Renato D. C. Monteiro, Haesun Park |
| 2011 | A Gaussian Process Based Online Change Detection Algorithm for Monitoring Periodic Time Series. Varun Chandola, Ranga Raju Vatsavai |
| 2011 | A Generalized Framework for Mining Arbitrarily Positioned Overlapping Co-clusters. Omar Odibat, Chandan K. Reddy |
| 2011 | A Probabilistic Hierarchical Approach for Pattern Discovery in Collaborative Filtering Data. Nicola Barbieri, Giuseppe Manco, Ettore Ritacco |
| 2011 | A Quadratic Mean based Supervised Learning Model for Managing Data Skewness. Wei Liu, Sanjay Chawla |
| 2011 | A Sequential Dual Method for Structural SVMs. Shirish K. Shevade, P. Balamurugan, S. Sundararajan, S. Sathiya Keerthi |
| 2011 | A Structure Function for Transaction Data. Arno Siebes, René Kersten |
| 2011 | A Tractable Pseudo-Likelihood Function for Bayes Nets Applied to Relational Data. Oliver Schulte |
| 2011 | ABACUS: Mining Arbitrary Shaped Clusters from Large Datasets based on Backbone Identification. Vineet Chaoji, Geng Li, Hilmi Yildirim, Mohammed Javeed Zaki |
| 2011 | ACE: Anomaly Clustering Ensemble for Multi-perspective Anomaly Detection in Robot Behaviors. Shin Ando, Einoshin Suzuki, Yoichi Seki, Theerasak Thanongphongphan, Daisuke Hoshino |
| 2011 | Active Teaching for Inductive Learners. Jun Du, Charles X. Ling |
| 2011 | Are your Items in Order. Nikolaj Tatti |
| 2011 | Block-LDA: Jointly modeling entity-annotated text and entity-entity links. Ramnath Balasubramanyan, William W. Cohen |
| 2011 | Centralities in Large Networks: Algorithms and Observations. U Kang, Spiros Papadimitriou, Jimeng Sun, Hanghang Tong |
| 2011 | Characterizing Uncertain Data using Compression. Francesco Bonchi, Matthijs van Leeuwen, Antti Ukkonen |
| 2011 | Chernoff Dimensionality Reduction-Where Fisher Meets FKT. Jing Peng, Guna Seetharaman, Stefan A. Robila, Aparna S. Varde, Wei Fan |
| 2011 | Clustered low rank approximation of graphs in information science applications. Berkant Savas, Inderjit S. Dhillon |
| 2011 | Computationally Generated Cardiac Biomarkers: Heart Rate Patterns to Predict Death Following Coronary Attacks. Chih-Chun Chia, Zeeshan Syed |
| 2011 | Cost of Collaboration vs Individual Effort in Social Networks. Santhanakrishnan Anand, Rajarathnam Chandramouli, Koduvayur P. Subbalakshmi |
| 2011 | Data Integration via Constrained Clustering: An Application to Enzyme Clustering. Elisa Boari de Lima, Raquel Cardoso de Melo Minardi, Wagner Meira Jr., Mohammed Javeed Zaki |
| 2011 | Discovering Bucket Orders from Data. Vinayaka Pandit, Sreyash Kenkre, Arindam Khan |
| 2011 | Discovering Dynamic Dipoles in Climate Data. Jaya Kawale, Michael S. Steinbach, Vipin Kumar |
| 2011 | Distributed Monitoring of the R2 Statistic for Linear Regression. Kanishka Bhaduri, Kamalika Das, Chris Giannella |
| 2011 | Diversified Trajectory Pattern Ranking in Geo-tagged Social Media. Zhijun Yin, Liangliang Cao, Jiawei Han, Jiebo Luo, Thomas S. Huang |
| 2011 | Efficient Document Clustering via Online Nonnegative Matrix Factorizations. Fei Wang, Ping Li, Arnd Christian König |
| 2011 | Efficient Kernel Approximation for Large-Scale Support Vector Machine Classification. Ming-Syan Chen, Keng-Pei Lin |
| 2011 | Exemplar-based Robust Coherent Biclustering. Kewei Tu, Xixiu Ouyang, Dingyi Han, Vasant G. Honavar |
| 2011 | Exploiting Coherence for the Simultaneous Discovery of Latent Facets and associated Sentiments. Himabindu Lakkaraju, Chiranjib Bhattacharyya, Indrajit Bhattacharya, Srujana Merugu |
| 2011 | Extending Consensus Clustering to Explore Multiple Clustering Views. Yi Zhang, Tao Li |
| 2011 | Extracting Interpretable Features for Early Classification on Time Series. Zhengzheng Xing, Jian Pei, Philip S. Yu, Ke Wang |
| 2011 | FAMER: Making Multi-Instance Learning Better and Faster. Wei Ping, Ye Xu, Jianyong Wang, Xian-Sheng Hua |
| 2011 | Fast Algorithms for Finding Extremal Sets. Roberto J. Bayardo, Biswanath Panda |
| 2011 | Fast Rule Mining Over Multi-Dimensional Windows. Mahashweta Das, Deepak Padmanabhan, Prasad Deshpande, Ramakrishnan Kannan |
| 2011 | Feature-based Inductive Transfer Learning through Minimum Encoding. Hao Shao, Einoshin Suzuki |
| 2011 | From Black and White to Full Colour: Extending Redescription Mining Outside the Boolean World. Esther Galbrun, Pauli Miettinen |
| 2011 | Gaussian Process for Dimensionality Reduction in Transfer Learning. Bin Tong, Junbin Gao, Thach Huy Nguyen, Einoshin Suzuki |
| 2011 | Graph-Based Marginal Ranking for Update Summarization. Xuan Li, Liang Du, Yi-Dong Shen |
| 2011 | Human Dynamics in Large Communication Networks. Pedro Olmo Stancioli Vaz de Melo, Christos Faloutsos, Antonio Alfredo Ferreira Loureiro |
| 2011 | Influence Maximization in Social Networks When Negative Opinions May Emerge and Propagate. Wei Chen, Alex Collins, Rachel Cummings, Te Ke, Zhenming Liu, David Rincón, Xiaorui Sun, Yajun Wang, Wei Wei, Yifei Yuan |
| 2011 | Integrating Distance Metrics Learned from Multiple Experts and its Application in Inter-Patient Similarity Assessment. Fei Wang, Jimeng Sun, Shahram Ebadollahi |
| 2011 | Interpreting and Unifying Outlier Scores. Hans-Peter Kriegel, Peer Kröger, Erich Schubert, Arthur Zimek |
| 2011 | Kernel-based Similarity Search in Massive Graph Databases with Wavelet Trees. Yasuo Tabei, Koji Tsuda |
| 2011 | Large Scale Graph Mining and Inference for Malware Detection. Duen Horng Chau, Carey Nachenberg, Jeffrey Wilhelm, Adam Wright, Christos Faloutsos |
| 2011 | Learning Feature Dependencies for Noise Correction in Biomedical Prediction. Ghim-Eng Yap, Ah-Hwee Tan, HweeHwa Pang |
| 2011 | MKBoost: A Framework of Multiple Kernel Boosting. Hao Xia, Steven C. H. Hoi |
| 2011 | Maximising the Quality of Influence. Charanpal Dhanjal, Stéphan Clémençon |
| 2011 | Multi-Instance Mixture Models. James R. Foulds, Padhraic Smyth |
| 2011 | Multi-Label Collective Classification. Xiangnan Kong, Xiaoxiao Shi, Philip S. Yu |
| 2011 | Multi-task Multiple Kernel Learning. Pratik Jawanpuria, Jagarlapudi Saketha Nath |
| 2011 | Multidimensional Association Rules in Boolean Tensors. Kim-Ngan Nguyen, Loïc Cerf, Marc Plantevit, Jean-François Boulicaut |
| 2011 | Non-Negative Residual Matrix Factorization with Application to Graph Anomaly Detection. Hanghang Tong, Ching-Yung Lin |
| 2011 | Nonparametric Bayesian Co-clustering Ensembles. Pu Wang, Kathryn B. Laskey, Carlotta Domeniconi, Michael I. Jordan |
| 2011 | On Anonymization of Multi-graphs. Chun Li, Charu C. Aggarwal, Jianyong Wang |
| 2011 | On Classification of Graph Streams. Charu C. Aggarwal |
| 2011 | On Flow Authority Discovery in Social Networks. Charu C. Aggarwal, Arijit Khan, Xifeng Yan |
| 2011 | On Node Classification in Dynamic Content-based Networks. Charu C. Aggarwal, Nan Li |
| 2011 | One-Class-Based Uncertain Data Stream Learning. Bo Liu, Yanshan Xiao, Longbing Cao, Philip S. Yu |
| 2011 | Online Discovery of Top-k Similar Motifs in Time Series Data. Hoang Thanh Lam, Toon Calders, Ninh Pham |
| 2011 | Online Max-Margin Weight Learning for Markov Logic Networks. Tuyen N. Huynh, Raymond J. Mooney |
| 2011 | Predicting Item Adoption Using Social Correlation. Freddy Chong Tat Chua, Hady Wirawan Lauw, Ee-Peng Lim |
| 2011 | Probabilistic Models over Ordered Partitions with Applications in Document Ranking and Collaborative Filtering. Truyen Tran, Dinh Q. Phung, Svetha Venkatesh |
| 2011 | Proceedings of the Eleventh SIAM International Conference on Data Mining, SDM 2011, April 28-30, 2011, Mesa, Arizona, USA |
| 2011 | SONAR: Signal De-mixing for Robust Correlation Clustering. Claudia Plant |
| 2011 | Scalable Software-Defect Localisation by Hierarchical Mining of Dynamic Call Graphs. Frank Eichinger, Christopher Oßner, Klemens Böhm |
| 2011 | Segmented nestedness in binary data. Esa Junttila, Petteri Kaski |
| 2011 | Semantic Graph Kernels for Automated Reasoning. Evgeni Tsivtsivadze, Josef Urban, Herman Geuvers, Tom Heskes |
| 2011 | Semi-Supervised Convolution Graph Kernels for Relation Extraction. Xia Ning, Yanjun Qi |
| 2011 | Semi-supervised Variable Weighting for Clustering. Ling Chen, Chengqi Zhang |
| 2011 | Sequential Minimal Optimization in Adaptive-Bandwidth Convex Clustering. Rikiya Takahashi |
| 2011 | Significance of Patterns in Time Series Collections. Niko Vuokko, Petteri Kaski |
| 2011 | Sparse Latent Semantic Analysis. Xi Chen, Yanjun Qi, Bing Bai, Qihang Lin, Jaime G. Carbonell |
| 2011 | Sparse Solutions for Single Class SVMs: A Bi-Criterion Approach. Santanu Das, Nikunj C. Oza |
| 2011 | Spatially-Aware Comparison and Consensus for Clusterings. Parasaran Raman, Jeff M. Phillips, Suresh Venkatasubramanian |
| 2011 | Structural Diversity for Privacy in Publishing Social Networks. Chih-Hua Tai, Philip S. Yu, De-Nian Yang, Ming-Syan Chen |
| 2011 | Temporal Structure Learning for Clustering Massive Data Streams in Real-Time. Michael Hahsler, Margaret H. Dunham |
| 2011 | The Infinite Push: A New Support Vector Ranking Algorithm that Directly Optimizes Accuracy at the Absolute Top of the List. Shivani Agarwal |
| 2011 | The Network Completion Problem: Inferring Missing Nodes and Edges in Networks. Myunghwan Kim, Jure Leskovec |
| 2011 | The Odd One Out: Identifying and Characterising Anomalies. Koen Smets, Jilles Vreeken |
| 2011 | Time Series Motifs Statistical Significance. Nuno Filipe Castro, Paulo J. Azevedo |
| 2011 | Towards Community Detection in Locally Heterogeneous Networks. Charu C. Aggarwal, Yan Xie, Philip S. Yu |
| 2011 | Unsupervised Disaggregation of Low Frequency Power Measurements. Hyungsul Kim, Manish Marwah, Martin F. Arlitt, Geoff Lyon, Jiawei Han |
| 2011 | Weighted Graph Compression for Parameter-free Clustering With PaCCo. Nikola Müller, Katrin Haegler, Junming Shao, Claudia Plant, Christian Böhm |
| 2011 | Weighted Rank-One Binary Matrix Factorization. Haibing Lu, Jaideep Vaidya, Vijayalakshmi Atluri, Heechang Shin, Lili Jiang |
| 2011 | Who Should Label What? Instance Allocation in Multiple Expert Active Learning. Byron C. Wallace, Kevin Small, Carla E. Brodley, Thomas A. Trikalinos |
| 2011 | WindMine: Fast and Effective Mining of Web-click Sequences. Yasushi Sakurai, Lei Li, Yasuko Matsubara, Christos Faloutsos |
| 2011 | iMet: Interactive Metric Learning in Healthcare Applications. Fei Wang, Jimeng Sun, Jianying Hu, Shahram Ebadollahi |