| 2015 | Continuous Target Shift Adaptation in Supervised Learning. | Tuan Duong Nguyen, Marthinus Christoffel du Plessis, Masashi Sugiyama |
| 2015 | Detecting Accounting Frauds in Publicly Traded U.S. Firms: A Machine Learning Approach. | Bin Li, Julia Yu, Jie Zhang, Bin Ke |
| 2015 | Preference Relation-based Markov Random Fields for Recommender Systems. | Shaowu Liu, Gang Li, Truyen Tran, Yuan Jiang |
| 2015 | Surrogate regret bounds for generalized classification performance metrics. | Wojciech Kotlowski, Krzysztof Dembczynski |
| 2015 | Expectation Propagation for Rectified Linear Poisson Regression. | Young-Jun Ko, Matthias W. Seeger |
| 2015 | Bayesian Masking: Sparse Bayesian Estimation with Weaker Shrinkage Bias. | Yohei Kondo, Shin-ichi Maeda, Kohei Hayashi |
| 2015 | A New Look at Nearest Neighbours: Identifying Benign Input Geometries via Random Projections. | Ata Kabn |
| 2015 | Non-asymptotic Analysis of Compressive Fisher Discriminants in terms of the Effective Dimension. | Ata Kabn |
| 2015 | Autoencoder Trees. | Ozan Irsoy, Ethem Alpaydin |
| 2015 | Streaming Variational Inference for Dirichlet Process Mixtures. | Viet Huynh, Dinh Q. Phung, Svetha Venkatesh |
| 2015 | Geometry-Aware Principal Component Analysis for Symmetric Positive Definite Matrices. | Inbal Horev, Florian Yger, Masashi Sugiyama |
| 2015 | Preface. | Geoffrey Holmes, Tie-Yan Liu |
| 2015 | Statistical Unfolded Logic Learning. | Wang-Zhou Dai, Zhi-Hua Zhou |
| 2015 | Proximal Average Approximated Incremental Gradient Method for Composite Penalty Regularized Empirical Risk Minimization. | Yiu-ming Cheung, Jian Lou |
| 2015 | Data-Guided Approach for Learning and Improving User Experience in Computer Networks. | Yanan Bao, Xin Liu, Amit Pande |
| 2015 | Consistency of structured output learning with missing labels. | Kostiantyn Antoniuk, Vojtech Franc, Vclav Hlavc |
| 2014 | Learning with Augmented Multi-Instance View. | Yue Zhu, Jianxin Wu, Yuan Jiang, Zhi-Hua Zhou |
| 2014 | Nonlinear Dimensionality Reduction of Data by Deep Distributed Random Samplings. | Xiao-Lei Zhang |
| 2014 | Towards Maximum Likelihood: Learning Undirected Graphical Models using Persistent Sequential Monte Carlo. | Hanchen Xiong, Sndor Szedmk, Justus H. Piater |
| 2014 | Dual online inference for latent Dirichlet allocation. | Khoat Than, Tung Doan |
| 2014 | Theoretical Analyses on Ensemble and Multiple Kernel Regressors. | Akira Tanaka, Ichigaku Takigawa, Hideyuki Imai, Mineichi Kudo |
| 2014 | Structured Denoising Autoencoder for Fault Detection and Analysis. | Takaaki Tagawa, Yukihiro Tadokoro, Takehisa Yairi |
| 2014 | Sparsity on Statistical Simplexes and Diversity in Social Ranking. | Ke Sun, Hisham Mohamed, Stphane Marchand-Maillet |
| 2014 | Preface. | Dinh Q. Phung, Hang Li |
| 2014 | Ensembles for Time Series Forecasting. | Mariana Oliveira, Lus Torgo |