| 2013 | Distribution Regularized Regression Framework for Climate Modeling. | Zubin Abraham, Malgorzata Liszewska, Perdinan, Pang-Ning Tan, Julie Winkler, Shiyuan Zhong |
| 2013 | Feature Selection by Joint Graph Sparse Coding. | Wei Ding, Xindong Wu, Shichao Zhang, Xiaofeng Zhu |
| 2012 | A Novel Approximation to Dynamic Time Warping allows Anytime Clustering of Massive Time Series Datasets. | Qiang Zhu, Gustavo E. A. P. A. Batista, Thanawin Rakthanmanon, Eamonn J. Keogh |
| 2012 | Kernelized Probabilistic Matrix Factorization: Exploiting Graphs and Side Information. | Tinghui Zhou, Hanhuai Shan, Arindam Banerjee, Guillermo Sapiro |
| 2012 | Contextual Collaborative Filtering via Hierarchical Matrix Factorization. | Erheng Zhong, Wei Fan, Qiang Yang |
| 2012 | Feature Selection for High-dimensional Integrated Data. | Charles Zheng, Scott Schwartz, Robert S. Chapkin, Raymond J. Carroll, Ivan Ivanov |
| 2012 | Mining Massive Archives of Mice Sounds with Symbolized Representations. | Jesin Zakaria, Sarah Rotschafer, Abdullah Mueen, Khaleel Razak, Eamonn J. Keogh |
| 2012 | Citation Prediction in Heterogeneous Bibliographic Networks. | Xiao Yu, Quanquan Gu, Mianwei Zhou, Jiawei Han |
| 2012 | WIGM: Discovery of Subgraph Patterns in a Large Weighted Graph. | Jiong Yang, Wei Su, Shirong Li, Mehmet M. Dalkili |
| 2012 | An Iterative and Re-weighting Framework for Rejection and Uncertainty Resolution in Crowdsourcing. | Sihong Xie, Wei Fan, Philip S. Yu |
| 2012 | Mining Multi-Label Data Streams Using Ensemble-Based Active Learning. | Peng Wang, Peng Zhang, Li Guo |
| 2012 | Legislative Prediction via Random Walks over a Heterogeneous Graph. | Jun Wang, Kush R. Varshney, Aleksandra Mojsilovic |
| 2012 | Microscopic Social Influence. | Ting Wang, Mudhakar Srivatsa, Dakshi Agrawal, Ling Liu |
| 2012 | Learning Hierarchical Relationships among Partially Ordered Objects with Heterogeneous Attributes and Links. | Chi Wang, Jiawei Han, Qi Li, Xiang Li, Wen-Pin Lin, Heng Ji |
| 2012 | Sampling Strategies to Evaluate the Performance of Unknown Predictors. | Hamed Valizadegan, Saeed Amizadeh, Milos Hauskrecht |
| 2012 | Global Linear Neighborhoods for Efficient Label Propagation. | Ze Tian, Rui Kuang |
| 2012 | Deterministic CUR for Improved Large-Scale Data Analysis: An Empirical Study. | Christian Thurau, Kristian Kersting, Christian Bauckhage |
| 2012 | Feature Selection with Linked Data in Social Media. | Jiliang Tang, Huan Liu |
| 2012 | IntruMine: Mining Intruders in Untrustworthy Data of Cyber-physical Systems. | Lu-An Tang, Quanquan Gu, Xiao Yu, Jiawei Han, Thomas La Porta, Alice Leung, Tarek F. Abdelzaher, Lance M. Kaplan |
| 2012 | Large-Scale Nonparametric Estimation of Vehicle Travel Time Distributions. | Rikiya Takahashi, Takayuki Osogami, Tetsuro Morimura |
| 2012 | Generalized Optimization Framework for Graph-based Semi-supervised Learning. | Marina Sokol, Konstantin Avrachenkov, Paulo Gonalves, Alexey Mishenin |
| 2012 | Slim: Directly Mining Descriptive Patterns. | Koen Smets, Jilles Vreeken |
| 2012 | Learning from Heterogeneous Sources via Gradient Boosting Consensus. | Xiaoxiao Shi, Jean-Franois Paiement, David Grangier, Philip S. Yu |
| 2012 | Multi-Objective Multi-Label Classification. | Chuan Shi, Xiangnan Kong, Philip S. Yu, Bai Wang |
| 2012 | Transfer Significant Subgraphs across Graph Databases. | Xiaoxiao Shi, Xiangnan Kong, Philip S. Yu |