| 2016 | Learning Distance Metrics for Multi-Label Classification. | Henry Gouk, Bernhard Pfahringer, Michael J. Cree |
| 2016 | Learnability of Non-I.I.D. | Wei Gao, Xin-Yi Niu, Zhi-Hua Zhou |
| 2016 | Deep Gate Recurrent Neural Network. | Yuan Gao, Dorota Glowacka |
| 2016 | Improving Distributed Word Representation and Topic Model by Word-Topic Mixture Model. | Xianghua Fu, Ting Wang, Jing Li, Chong Yu, Wangwang Liu |
| 2016 | Long Short-term Memory Network over Rhetorical Structure Theory for Sentence-level Sentiment Analysis. | Xianghua Fu, Wangwang Liu, Yingying Xu, Chong Yu, Ting Wang |
| 2016 | Preface. | |
| 2016 | Fast Collaborative Filtering from Implicit Feedback with Provable Guarantees. | Sayantan Dasgupta |
| 2016 | Learning from Survey Training Samples: Rate Bounds for Horvitz-Thompson Risk Minimizers. | Stphan Clmenon, Patrice Bertail, Guillaume Papa |
| 2016 | Non-Linear Smoothed Transductive Network Embedding with Text Information. | Weizheng Chen, Xia Zhang, Jinpeng Wang, Yan Zhang, Hongfei Yan, Xiaoming Li |
| 2016 | Unifying Topic, Sentiment & Preference in an HDP-Based Rating Regression Model for Online Reviews. | Zheng Chen, Yong Zhang, Yue Shang, Xiaohua Hu |
| 2016 | Random Fourier Features For Operator-Valued Kernels. | Romain Brault, Markus Heinonen, Florence d'Alch-Buc |
| 2016 | Hierarchical Probabilistic Matrix Factorization with Network Topology for Multi-relational Social Network. | Haoli Bai, Zenglin Xu, Bin Liu, Yingming Li |
| 2015 | One-Pass Multi-View Learning. | Yue Zhu, Wei Gao, Zhi-Hua Zhou |
| 2015 | Largest Source Subset Selection for Instance Transfer. | Shuang Zhou, Gijs Schoenmakers, Evgueni N. Smirnov, Ralf Peeters, Kurt Driessens, Siqi Chen |
| 2015 | Regularized Policy Gradients: Direct Variance Reduction in Policy Gradient Estimation. | Tingting Zhao, Gang Niu, Ning Xie, Jucheng Yang, Masashi Sugiyama |
| 2015 | Curriculum Learning of Bayesian Network Structures. | Yanpeng Zhao, Yetian Chen, Kewei Tu, Jin Tian |
| 2015 | Improving Sybil Detection via Graph Pruning and Regularization Techniques. | Huanhuan Zhang, Jie Zhang, Carol J. Fung, Chang Xu |
| 2015 | Robust Multivariate Regression with Grossly Corrupted Observations and Its Application to Personality Prediction. | Xiaowei Zhang, Li Cheng, Tingshao Zhu |
| 2015 | Maximum Margin Partial Label Learning. | Fei Yu, Min-Ling Zhang |
| 2015 | Budgeted Bandit Problems with Continuous Random Costs. | Yingce Xia, Wenkui Ding, Xu-Dong Zhang, Nenghai Yu, Tao Qin |
| 2015 | Integration of Single-view Graphs with Diffusion of Tensor Product Graphs for Multi-view Spectral Clustering. | Le Shu, Longin Jan Latecki |
| 2015 | Sufficient Dimension Reduction via Direct Estimation of the Gradients of Logarithmic Conditional Densities. | Hiroaki Sasaki, Voot Tangkaratt, Masashi Sugiyama |
| 2015 | Similarity-based Contrastive Divergence Methods for Energy-based Deep Learning Models. | Adepu Ravi Sankar, Vineeth N. Balasubramanian |
| 2015 | Class-prior Estimation for Learning from Positive and Unlabeled Data. | Marthinus Christoffel du Plessis, Gang Niu, Masashi Sugiyama |
| 2015 | A Unified Framework for Jointly Learning Distributed Representations of Word and Attributes. | Liqiang Niu, Xin-Yu Dai, Shujian Huang, Jiajun Chen |