| 2014 | A Dynamic Nonparametric Model for Characterizing the Topical Communities in Social Streams. | Ziqi Liu, Qinghua Zheng, Fei Wang, Zhenhua Tian, Bo Li |
| 2014 | Result Integrity Verification of Outsourced Bayesian Network Structure Learning. | Ruilin Liu, Wendy Hui Wang, Changhe Yuan |
| 2014 | Factor Matrix Trace Norm Minimization for Low-Rank Tensor Completion. | Yuanyuan Liu, Fanhua Shang, Hong Cheng, James Cheng, Hanghang Tong |
| 2014 | A Probabilistic Approach to Uncovering Attributed Graph Anomalies. | Nan Li, Huan Sun, Kyle C. Chipman, Jemin George, Xifeng Yan |
| 2014 | Ensembles of Elastic Distance Measures for Time Series Classification. | Jason Lines, Anthony J. Bagnall |
| 2014 | Robust Subspace Discovery through Supervised Low-Rank Constraints. | Sheng Li, Yun Fu |
| 2014 | A Deep Learning Approach to Link Prediction in Dynamic Networks. | Xiaoyi Li, Nan Du, Hui Li, Kang Li, Jing Gao, Aidong Zhang |
| 2014 | Efficient Matching of Substrings in Uncertain Sequences. | Yuxuan Li, James Bailey, Lars Kulik, Jian Pei |
| 2014 | A New Framework for Traffic Anomaly Detection. | Jinsong Lan, Cheng Long, Raymond Chi-Wing Wong, Youyang Chen, Yanjie Fu, Danhuai Guo, Shuguang Liu, Yong Ge, Yuanchun Zhou, Jianhui Li |
| 2014 | Large-scale Kernel RankSVM. | Tzu-Ming Kuo, Ching-Pei Lee, Chih-Jen Lin |
| 2014 | Directed Interpretable Discovery in Tensors with Sparse Projection. | Chia-Tung Kuo, Ian Davidson |
| 2014 | VOG: Summarizing and Understanding Large Graphs. | Danai Koutra, U Kang, Jilles Vreeken, Christos Faloutsos |
| 2014 | Large-Scale Multi-Label Learning with Incomplete Label Assignments. | Xiangnan Kong, Zhaoming Wu, Li-Jia Li, Ruofei Zhang, Philip S. Yu, Hang Wu, Wei Fan |
| 2014 | Beating Human Analysts in Nowcasting Corporate Earnings by using Publicly Available Stock Price and Correlation Features. | Michael Kamp, Mario Boley, Thomas Grtner |
| 2014 | META: Multi-resolution Framework for Event Summarization. | Yexi Jiang, Chang-Shing Perng, Tao Li |
| 2014 | Discovery of Rare Sequential Topic Patterns in Document Stream. | Zhongyi Hu, Hongan Wang, Jiaqi Zhu, Maozhen Li, Ying Qiao, Changzhi Deng |
| 2014 | How Can I Index My Thousands of Photos Effectively and Automatically? An Unsupervised Feature Selection Approach. | Juhua Hu, Jian Pei, Jie Tang |
| 2014 | A Statistical Learning Theory Framework for Supervised Pattern Discovery. | Jonathan H. Huggins, Cynthia Rudin |
| 2014 | Detecting Influence Relationships from Graphs. | Chuan Hu, Huiping Cao, Chaomin Ke |
| 2014 | Recovering Missing Labels of Crowdsourcing Workers. | Qingyang Hu, Kevin Chiew, Hao Huang, Qinming He |
| 2014 | Less is More: Similarity of Time Series under Linear Transformations. | Frank Hppner |
| 2014 | On Modeling Community Behaviors and Sentiments in Microblogging. | Tuan-Anh Hoang, William W. Cohen, Ee-Peng Lim |
| 2014 | Transductive HSIC Lasso. | Dan He, Irina Rish, Laxmi Parida |
| 2014 | Linking Heterogeneous Input Spaces with Pivots for Multi-Task Learning. | Jingrui He, Yan Liu, Qiang Yang |
| 2014 | DuSK: A Dual Structure-preserving Kernel for Supervised Tensor Learning with Applications to Neuroimages. | Lifang He, Xiangnan Kong, Philip S. Yu, Xiaowei Yang, Ann B. Ragin, Zhifeng Hao |