| 2013 | Accelerated Coordinate Descent with Adaptive Coordinate Frequencies. Tobias Glasmachers, Ürün Dogan |
| 2013 | Achievability of Asymptotic Minimax Regret in Online and Batch Prediction. Kazuho Watanabe, Teemu Roos, Petri Myllymäki |
| 2013 | Active Sampling of Pairs and Points for Large-scale Linear Bipartite Ranking. Wei-Yuan Shen, Hsuan-Tien Lin |
| 2013 | Aggregating Predictions via Sequential Mini-Trading. Mindika Premachandra, Mark D. Reid |
| 2013 | Asian Conference on Machine Learning, ACML 2013, Canberra, ACT, Australia, November 13-15, 2013 Cheng Soon Ong, Tu Bao Ho |
| 2013 | Co-Training with Insufficient Views. Wei Wang, Zhi-Hua Zhou |
| 2013 | Coinciding Walk Kernels: Parallel Absorbing Random Walks for Learning with Graphs and Few Labels. Marion Neumann, Roman Garnett, Kristian Kersting |
| 2013 | EPMC: Every Visit Preference Monte Carlo for Reinforcement Learning. Christian Wirth, Johannes Fürnkranz |
| 2013 | Exploration vs Exploitation vs Safety: Risk-Aware Multi-Armed Bandits. Nicolas Galichet, Michèle Sebag, Olivier Teytaud |
| 2013 | Generalized Aitchison Embeddings for Histograms. Tam Le, Marco Cuturi |
| 2013 | Guided Monte Carlo Tree Search for Planning in Learned Environments. Jelle Van Eyck, Jan Ramon, Fabian Güiza Grandas, Geert Meyfroidt, Maurice Bruynooghe, Greta Van den Berghe |
| 2013 | Improving Predictive Specificity of Description Logic Learners by Fortification. An Cong Tran, Jens Dietrich, Hans W. Guesgen, Stephen Marsland |
| 2013 | Information Retrieval Perspective to Meta-visualization. Jaakko Peltonen, Ziyuan Lin |
| 2013 | Learning Parts-based Representations with Nonnegative Restricted Boltzmann Machine. Tu Dinh Nguyen, Truyen Tran, Dinh Q. Phung, Svetha Venkatesh |
| 2013 | Learning a Metric Space for Neighbourhood Topology Estimation: Application to Manifold Learning. Karim T. Abou-Moustafa, Dale Schuurmans, Frank P. Ferrie |
| 2013 | Linear Approximation to ADMM for MAP inference. Sholeh Forouzan, Alexander Ihler |
| 2013 | Linearized Alternating Direction Method with Parallel Splitting and Adaptive Penalty for Separable Convex Programs in Machine Learning. Risheng Liu, Zhouchen Lin, Zhixun Su |
| 2013 | Locally-Linear Learning Machines (L3M). Joseph Wang, Venkatesh Saligrama |
| 2013 | Multi-Label Classification with Unlabeled Data: An Inductive Approach. Le Wu, Min-Ling Zhang |
| 2013 | Multi-armed Bandit Problem with Lock-up Periods. Junpei Komiyama, Issei Sato, Hiroshi Nakagawa |
| 2013 | Multiclass Latent Locally Linear Support Vector Machines. Marco Fornoni, Barbara Caputo, Francesco Orabona |
| 2013 | Multilabel Classification through Random Graph Ensembles. Hongyu Su, Juho Rousu |
| 2013 | Novel Boosting Frameworks to Improve the Performance of Collaborative Filtering. Xiaotian Jiang, Zhendong Niu, Jiamin Guo, Ghulam Mustafa, Zi-Han Lin, Baomi Chen, Qian Zhou |
| 2013 | On multi-class classification through the minimization of the confusion matrix norm. Sokol Koço, Cécile Capponi |
| 2013 | Polynomial Runtime Bounds for Fixed-Rank Unsupervised Least-Squares Classification. Fabian Gieseke, Tapio Pahikkala, Christian Igel |
| 2013 | Predictive Simulation Framework of Stochastic Diffusion Model for Identifying Top-K Influential Nodes. Kouzou Ohara, Kazumi Saito, Masahiro Kimura, Hiroshi Motoda |
| 2013 | Preface. |
| 2013 | Q-learning for history-based reinforcement learning. Mayank Daswani, Peter Sunehag, Marcus Hutter |
| 2013 | Random Projections as Regularizers: Learning a Linear Discriminant Ensemble from Fewer Observations than Dimensions. Robert J. Durrant, Ata Kabán |
| 2013 | Second Order Online Collaborative Filtering. Jing Lu, Steven C. H. Hoi, Jialei Wang |
| 2013 | Stability of Multi-Task Kernel Regression Algorithms. Julien Audiffren, Hachem Kadri |
| 2013 | The Multi-Task Learning View of Multimodal Data. Hachem Kadri, Stéphane Ayache, Cécile Capponi, Sokol Koço, François-Xavier Dupé, Emilie Morvant |
| 2013 | Unconfused Ultraconservative Multiclass Algorithms. Ugo Louche, Liva Ralaivola |
| 2013 | Using Hyperbolic Cross Approximation to measure and compensate Covariate Shift. Thomas Vanck, Jochen Garcke |