| 2015 | A New Look at Nearest Neighbours: Identifying Benign Input Geometries via Random Projections. Ata Kabán |
| 2015 | A Unified Framework for Jointly Learning Distributed Representations of Word and Attributes. Liqiang Niu, Xin-Yu Dai, Shujian Huang, Jiajun Chen |
| 2015 | Autoencoder Trees. Ozan Irsoy, Ethem Alpaydin |
| 2015 | Bayesian Masking: Sparse Bayesian Estimation with Weaker Shrinkage Bias. Yohei Kondo, Shin-ichi Maeda, Kohei Hayashi |
| 2015 | Budgeted Bandit Problems with Continuous Random Costs. Yingce Xia, Wenkui Ding, Xu-Dong Zhang, Nenghai Yu, Tao Qin |
| 2015 | Class-prior Estimation for Learning from Positive and Unlabeled Data. Marthinus Christoffel du Plessis, Gang Niu, Masashi Sugiyama |
| 2015 | Consistency of structured output learning with missing labels. Kostiantyn Antoniuk, Vojtech Franc, Václav Hlavác |
| 2015 | Continuous Target Shift Adaptation in Supervised Learning. Tuan Duong Nguyen, Marthinus Christoffel du Plessis, Masashi Sugiyama |
| 2015 | Curriculum Learning of Bayesian Network Structures. Yanpeng Zhao, Yetian Chen, Kewei Tu, Jin Tian |
| 2015 | Data-Guided Approach for Learning and Improving User Experience in Computer Networks. Yanan Bao, Xin Liu, Amit Pande |
| 2015 | Detecting Accounting Frauds in Publicly Traded U.S. Firms: A Machine Learning Approach. Bin Li, Julia Yu, Jie Zhang, Bin Ke |
| 2015 | Expectation Propagation for Rectified Linear Poisson Regression. Young-Jun Ko, Matthias W. Seeger |
| 2015 | Geometry-Aware Principal Component Analysis for Symmetric Positive Definite Matrices. Inbal Horev, Florian Yger, Masashi Sugiyama |
| 2015 | Improving Sybil Detection via Graph Pruning and Regularization Techniques. Huanhuan Zhang, Jie Zhang, Carol J. Fung, Chang Xu |
| 2015 | Integration of Single-view Graphs with Diffusion of Tensor Product Graphs for Multi-view Spectral Clustering. Le Shu, Longin Jan Latecki |
| 2015 | Largest Source Subset Selection for Instance Transfer. Shuang Zhou, Gijs Schoenmakers, Evgueni N. Smirnov, Ralf Peeters, Kurt Driessens, Siqi Chen |
| 2015 | Maximum Margin Partial Label Learning. Fei Yu, Min-Ling Zhang |
| 2015 | Non-asymptotic Analysis of Compressive Fisher Discriminants in terms of the Effective Dimension. Ata Kabán |
| 2015 | One-Pass Multi-View Learning. Yue Zhu, Wei Gao, Zhi-Hua Zhou |
| 2015 | Preface. Geoffrey Holmes, Tie-Yan Liu |
| 2015 | Preference Relation-based Markov Random Fields for Recommender Systems. Shaowu Liu, Gang Li, Truyen Tran, Yuan Jiang |
| 2015 | Proceedings of The 7th Asian Conference on Machine Learning, ACML 2015, Hong Kong, November 20-22, 2015. |
| 2015 | Proximal Average Approximated Incremental Gradient Method for Composite Penalty Regularized Empirical Risk Minimization. Yiu-ming Cheung, Jian Lou |
| 2015 | Regularized Policy Gradients: Direct Variance Reduction in Policy Gradient Estimation. Tingting Zhao, Gang Niu, Ning Xie, JuCheng Yang, Masashi Sugiyama |
| 2015 | Robust Multivariate Regression with Grossly Corrupted Observations and Its Application to Personality Prediction. Xiaowei Zhang, Li Cheng, Tingshao Zhu |
| 2015 | Similarity-based Contrastive Divergence Methods for Energy-based Deep Learning Models. Adepu Ravi Sankar, Vineeth N. Balasubramanian |
| 2015 | Statistical Unfolded Logic Learning. Wang-Zhou Dai, Zhi-Hua Zhou |
| 2015 | Streaming Variational Inference for Dirichlet Process Mixtures. Viet Huynh, Dinh Q. Phung, Svetha Venkatesh |
| 2015 | Sufficient Dimension Reduction via Direct Estimation of the Gradients of Logarithmic Conditional Densities. Hiroaki Sasaki, Voot Tangkaratt, Masashi Sugiyama |
| 2015 | Surrogate regret bounds for generalized classification performance metrics. Wojciech Kotlowski, Krzysztof Dembczynski |