| 2014 | A UCB-Like Strategy of Collaborative Filtering. | Atsuyoshi Nakamura |
| 2014 | Online matrix prediction for sparse loss matrices. | Ken-ichiro Moridomi, Kohei Hatano, Eiji Takimoto, Koji Tsuda |
| 2014 | Online Passive Aggressive Active Learning and Its Applications. | Jing Lu, Peilin Zhao, Steven C. H. Hoi |
| 2014 | Ordinal Random Fields for Recommender Systems. | Shaowu Liu, Truyen Tran, Gang Li |
| 2014 | Reduction from Cost-Sensitive Multiclass Classification to One-versus-One Binary Classification. | Hsuan-Tien Lin |
| 2014 | Bibliographic Analysis with the Citation Network Topic Model. | Kar Wai Lim, Wray L. Buntine |
| 2014 | Variational Gaussian Inference for Bilinear Models of Count Data. | Young-Jun Ko, Mohammad Emtiyaz Khan |
| 2014 | Polya-gamma augmentations for factor models. | Arto Klami |
| 2014 | A Fast Hierarchical Alternating Least Squares Algorithm for Orthogonal Nonnegative Matrix Factorization. | Keigo Kimura, Yuzuru Tanaka, Mineichi Kudo |
| 2014 | Quasi Newton Temporal Difference Learning. | Arash Givchi, Maziar Palhang |
| 2014 | Reinforcement learning with value advice. | Mayank Daswani, Peter Sunehag, Marcus Hutter |
| 2014 | Pseudo-reward Algorithms for Contextual Bandits with Linear Payoff Functions. | Ku-Chun Chou, Hsuan-Tien Lin, Chao-Kai Chiang, Chi-Jen Lu |
| 2014 | Sample Distillation for Object Detection and Image Classification. | Olivier Canvet, Leonidas Lefakis, Franois Fleuret |
| 2014 | Efficient Sample Mining for Object Detection. | Olivier Canvet, Franois Fleuret |
| 2014 | Sparse binary zero-sum games. | David Auger, Jialin Liu, Sylvie Ruette, David Lupien St-Pierre, Olivier Teytaud |
| 2014 | Interval Insensitive Loss for Ordinal Classification. | Kostiantyn Antoniuk, Vojtech Franc, Vclav Hlavc |
| 2014 | Support vector machines with indefinite kernels. | Ibrahim M. Alabdulmohsin, Xin Gao, Xiangliang Zhang |
| 2013 | Preface. | |
| 2013 | Multi-Label Classification with Unlabeled Data: An Inductive Approach. | Le Wu, Min-Ling Zhang |
| 2013 | EPMC: Every Visit Preference Monte Carlo for Reinforcement Learning. | Christian Wirth, Johannes Frnkranz |
| 2013 | Achievability of Asymptotic Minimax Regret in Online and Batch Prediction. | Kazuho Watanabe, Teemu Roos, Petri Myllymki |
| 2013 | Co-Training with Insufficient Views. | Wei Wang, Zhi-Hua Zhou |
| 2013 | Locally-Linear Learning Machines (L3M). | Joseph Wang, Venkatesh Saligrama |
| 2013 | Using Hyperbolic Cross Approximation to measure and compensate Covariate Shift. | Thomas Vanck, Jochen Garcke |
| 2013 | Improving Predictive Specificity of Description Logic Learners by Fortification. | An Cong Tran, Jens Dietrich, Hans W. Guesgen, Stephen Marsland |