| 2014 | Unsupervised Feature Learning by Deep Sparse Coding. | Yunlong He, Koray Kavukcuoglu, Yun Wang, Arthur Szlam, Yanjun Qi |
| 2014 | Memory-efficient Query-driven Community Detection with Application to Complex Disease Associations. | Steve Harenberg, Ramona G. Seay, Stephen Ranshous, Kanchana Padmanabhan, Jitendra K. Harlalka, Eric R. Schendel, Michael P. O'Brien, Rada Chirkova, William Hendrix, Alok N. Choudhary, Vipin Kumar, Murali Doraiswamy, Nagiza F. Samatova |
| 2014 | Keeping up with Innovation: A Predictive Framework for Modeling Healthcare Data with Evolving Clinical Interventions. | Sunil Kumar Gupta, Santu Rana, Dinh Q. Phung, Svetha Venkatesh |
| 2014 | Local Learning for Mining Outlier Subgraphs from Network Datasets. | Manish Gupta, Arun Mallya, Subhro Roy, Jason H. D. Cho, Jiawei Han |
| 2014 | On Finding the Point Where There Is No Return: Turning Point Mining on Game Data. | Wei Gong, Ee-Peng Lim, Feida Zhu, Palakorn Achananuparp, David Lo |
| 2014 | Unveiling Variables in Systems of Linear Equations. | Behzad Golshan, Evimaria Terzi |
| 2014 | Extracting Researcher Metadata with Labeled Features. | Sujatha Das Gollapalli, Yanjun Qi, Prasenjit Mitra, C. Lee Giles |
| 2014 | Quantifying trust dynamics in signed graphs, the S-Cores approach. | Christos Giatsidis, Bogdan Cautis, Silviu Maniu, Dimitrios M. Thilikos, Michalis Vazirgiannis |
| 2014 | Triangle counting in streamed graphs via small vertex covers. | David Garca-Soriano, Konstantin Kutzkov |
| 2014 | Online Anomaly Detection by Improved Grammar Compression of Log Sequences. | Yun Gao, Wei Zhou, Zhang Zhang, Jizhong Han, Dan Meng, Zhiyong Xu |
| 2014 | User Preference Learning with Multiple Information Fusion for Restaurant Recommendation. | Yanjie Fu, Bin Liu, Yong Ge, Zijun Yao, Hui Xiong |
| 2014 | Classifier-Adjusted Density Estimation for Anomaly Detection and One-Class Classification. | Lisa Friedland, Amanda Gentzel, David D. Jensen |
| 2014 | Embed and Conquer: Scalable Embeddings for Kernel | Ahmed Elgohary, Ahmed K. Farahat, Mohamed S. Kamel, Fakhri Karray |
| 2014 | Recurrent Chinese Restaurant Process with a Duration-based Discount for Event Identification from Twitter. | Qiming Diao, Jing Jiang |
| 2014 | Online Matrix Completion Through Nuclear Norm Regularisation. | Charanpal Dhanjal, Romaric Gaudel, Stphan Clmenon |
| 2014 | Mining Interpretable and Predictive Diagnosis Codes from Multi-source Electronic Health Records. | Sanjoy Dey, Gyrgy J. Simon, Bonnie L. Westra, Michael S. Steinbach, Vipin Kumar |
| 2014 | Predictive Learning in the Presence of Heterogeneity and Limited Training Data. | Anuj Karpatne, Ankush Khandelwal, Shyam Boriah, Vipin Kumar |
| 2014 | Automatic Construction and Ranking of Topical Keyphrases on Collections of Short Documents. | Marina Danilevsky, Chi Wang, Nihit Desai, Xiang Ren, Jingyi Guo, Jiawei Han |
| 2014 | Relational Regularization and Feature Ranking. | Fabrizio Costa, Mathias Verbeke, Luc De Raedt |
| 2014 | Frugal Traffic Monitoring with Autonomous Participatory Sensing. | Vladimir Coric, Nemanja Djuric, Slobodan Vucetic |
| 2014 | Context-Preserving Hashing for Fast Text Classification. | Lianhua Chi, Bin Li, Xingquan Zhu |
| 2014 | A Marginalized Denoising Method for Link Prediction in Relational Data. | Zheng Chen, Weixiong Zhang |
| 2014 | Online Discovery of Group Level Events in Time Series. | Xi C. Chen, Abdullah Mueen, Vijay K. Narayanan, Nikos Karampatziakis, Gagan Bansal, Vipin Kumar |
| 2014 | Batch Mode Active Learning with Hierarchical-Structured Embedded Variance. | Yu Cheng, Zhengzhang Chen, Hongliang Fei, Fei Wang, Alok N. Choudhary |
| 2014 | Make It or Break It: Manipulating Robustness in Large Networks. | Hau Chan, Leman Akoglu, Hanghang Tong |