| 2013 | Multilabel Classification through Random Graph Ensembles. | Hongyu Su, Juho Rousu |
| 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 | Information Retrieval Perspective to Meta-visualization. | Jaakko Peltonen, Ziyuan Lin |
| 2013 | Predictive Simulation Framework of Stochastic Diffusion Model for Identifying Top-K Influential Nodes. | Kouzou Ohara, Kazumi Saito, Masahiro Kimura, Hiroshi Motoda |
| 2013 | Learning Parts-based Representations with Nonnegative Restricted Boltzmann Machine. | Tu Dinh Nguyen, Truyen Tran, Dinh Q. Phung, Svetha Venkatesh |
| 2013 | Coinciding Walk Kernels: Parallel Absorbing Random Walks for Learning with Graphs and Few Labels. | Marion Neumann, Roman Garnett, Kristian Kersting |
| 2013 | Second Order Online Collaborative Filtering. | Jing Lu, Steven C. H. Hoi, Jialei Wang |
| 2013 | Unconfused Ultraconservative Multiclass Algorithms. | Ugo Louche, Liva Ralaivola |
| 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 | Generalized Aitchison Embeddings for Histograms. | Tam Le, Marco Cuturi |
| 2013 | Multi-armed Bandit Problem with Lock-up Periods. | Junpei Komiyama, Issei Sato, Hiroshi Nakagawa |
| 2013 | On multi-class classification through the minimization of the confusion matrix norm. | Sokol Koo, Ccile Capponi |
| 2013 | The Multi-Task Learning View of Multimodal Data. | Hachem Kadri, Stphane Ayache, Ccile Capponi, Sokol Koo, Franois-Xavier Dup, Emilie Morvant |
| 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 | Accelerated Coordinate Descent with Adaptive Coordinate Frequencies. | Tobias Glasmachers, rn Dogan |
| 2013 | Polynomial Runtime Bounds for Fixed-Rank Unsupervised Least-Squares Classification. | Fabian Gieseke, Tapio Pahikkala, Christian Igel |
| 2013 | Exploration vs Exploitation vs Safety: Risk-Aware Multi-Armed Bandits. | Nicolas Galichet, Michle Sebag, Olivier Teytaud |
| 2013 | Linear Approximation to ADMM for MAP inference. | Sholeh Forouzan, Alexander Ihler |
| 2013 | Multiclass Latent Locally Linear Support Vector Machines. | Marco Fornoni, Barbara Caputo, Francesco Orabona |
| 2013 | Guided Monte Carlo Tree Search for Planning in Learned Environments. | Jelle Van Eyck, Jan Ramon, Fabian Giza Grandas, Geert Meyfroidt, Maurice Bruynooghe, Greta Van den Berghe |
| 2013 | Random Projections as Regularizers: Learning a Linear Discriminant Ensemble from Fewer Observations than Dimensions. | Robert J. Durrant, Ata Kabn |
| 2013 | Q-learning for history-based reinforcement learning. | Mayank Daswani, Peter Sunehag, Marcus Hutter |
| 2013 | Stability of Multi-Task Kernel Regression Algorithms. | Julien Audiffren, Hachem Kadri |
| 2013 | Learning a Metric Space for Neighbourhood Topology Estimation: Application to Manifold Learning. | Karim T. Abou-Moustafa, Dale Schuurmans, Frank P. Ferrie |