| 2013 | Missing or Inapplicable: Treatment of Incomplete Continuous-valued Features in Supervised Learning. | Lei Liu, Prakash Mandayam Comar, Antonio Nucci, Sabyasachi Saha, Pang-Ning Tan |
| 2013 | An Examination of Practical Granger Causality Inference. | Yan Liu, Mohammad Taha Bahadori |
| 2013 | Exploiting Synchronicity Networks for Finding Valuables in Heterogeneous Networks. | Ching-Yung Lin, Zhen Wen |
| 2013 | Retweeting: An Act of Viral Users, Susceptible Users, or Viral Topics? | Ee-Peng Lim, Tuan-Anh Hoang |
| 2013 | Dynamic Community Detection in Weighted Graph Streams. | Jian-Huang Lai, Chang-Dong Wang, Philip S. Yu |
| 2013 | Discriminative Feature Selection for Uncertain Graph Classification. | Xiangnan Kong, Ann B. Ragin, Xue Wang, Philip S. Yu |
| 2013 | Triadic Measures on Graphs: The Power of Wedge Sampling. | Tamara G. Kolda, Ali Pinar, C. Seshadhri |
| 2013 | Fast Shapelets: A Scalable Algorithm for Discovering Time Series Shapelets. | Eamonn J. Keogh, Thanawin Rakthanmanon |
| 2013 | Evolutionary Soft Co-Clustering. | Shuiwang Ji, Wenlu Zhang, Rui Zhang |
| 2013 | It Is Not Just What We Say, But How We Say Them: LDA-based Behavior-Topic Model. | Jing Jiang, Minghui Qiu, Feida Zhu |
| 2013 | Modeling the Diffusion of Preferences on Social Networks. | San-Chuan Hung, Perng-Hwa Kung, Shou-De Lin, Jing-Kai Lou, Chin-Hua Tsai, Fu-Min Wang |
| 2013 | Patient Risk Prediction Model via Top-k Stability Selection. | Jianying Hu, Yashu Liu, Jimeng Sun, Jieping Ye, Jiayu Zhou |
| 2013 | SMART: Semi-Supervised Music Emotion Recognition with Social Tagging. | Andrew Horner, Derek Hao Hu, Bin Wu, Qiang Yang, Erheng Zhong |
| 2013 | Cost-Sensitive Double Updating Online Learning and Its Application to Online Anomaly Detection. | Steven C. H. Hoi, Peilin Zhao |
| 2013 | SemInf: A Burst-based Semantic Influence Model for Biomedical Topic Influence. | Dan He, Douglas Stott Parker Jr. |
| 2013 | Pinch Ratio Clustering from a Topologically Intrinsic Lexicographic Ordering. | Douglas R. Heisterkamp, Jesse Johnson |
| 2013 | Modeling Clinical Time Series Using Gaussian Process Sequences. | Milos Hauskrecht, Zitao Liu, Lei Wu |
| 2013 | Sparse Representation for HIV-1 Protease Drug Resistance Prediction. | Robert W. Harrison, Irene T. Weber, Xiaxia Yu |
| 2013 | MODS: Multiple One-class Data Streams Learning from Homogeneous Data. | Zhifeng Hao, Bo Liu, Yanshan Xiao, Philip S. Yu |
| 2013 | Reduced Set KPCA for Improving the Training and Execution Speed of Kernel Machines. | Alexander G. Gray, Hassan A. Kingravi, Patricio A. Vela |
| 2013 | A New Perspective on Convex Relaxations of Sparse SVM. | Noam Goldberg, Sven Leyffer, Todd S. Munson |
| 2013 | Opinion Maximization in Social Networks. | Aristides Gionis, Evimaria Terzi, Panayiotis Tsaparas |
| 2013 | Multi-View Clustering via Joint Nonnegative Matrix Factorization. | Jing Gao, Jiawei Han, Jialu Liu, Chi Wang |
| 2013 | ActNeT: Active Learning for Networked Texts in Microblogging. | Xia Hu, Jiliang Tang, Huiji Gao, Huan Liu |
| 2013 | Unsupervised Feature Selection for Multi-View Data in Social Media. | Jiliang Tang, Xia Hu, Huiji Gao, Huan Liu |