Abstract is missing.
- Preface1-17 [doi]
- Stability of Multi-Task Kernel Regression AlgorithmsJulien Audiffren, Hachem Kadri. 1-16 [doi]
- Random Projections as Regularizers: Learning a Linear Discriminant Ensemble from Fewer Observations than DimensionsRobert J. Durrant, Ata Kaban. 17-32 [doi]
- Guided Monte Carlo Tree Search for Planning in Learned EnvironmentsJelle Van Eyck, Jan Ramon, Fabián Güiza, Geert Meyfroidt, Maurice Bruynooghe, Greet Vanden Berghe. 33-47 [doi]
- Linear Approximation to ADMM for MAP inferenceSholeh Forouzan, Alexander T. Ihler. 48-61 [doi]
- Polynomial Runtime Bounds for Fixed-Rank Unsupervised Least-Squares ClassificationFabian Gieseke, Tapio Pahikkala, Christian Igel. 62-71 [doi]
- Accelerated Coordinate Descent with Adaptive Coordinate FrequenciesTobias Glasmachers, Ürün Dogan. 72-86 [doi]
- Novel Boosting Frameworks to Improve the Performance of Collaborative FilteringXiaotian Jiang, Zhendong Niu, Jiamin Guo, Ghulam Mustafa, Zihan Lin, Baomi Chen, Qian Zhou. 87-99 [doi]
- Linearized Alternating Direction Method with Parallel Splitting and Adaptive Penalty for Separable Convex Programs in Machine LearningRisheng Liu, Zhouchen Lin, Zhixun Su. 116-132 [doi]
- Multi-armed Bandit Problem with Lock-up PeriodsJunpei Komiyama, Issei Sato, Hiroshi Nakagawa. 116-132 [doi]
- Learning Parts-based Representations with Nonnegative Restricted Boltzmann MachineTu Dinh Nguyen, Truyen Tran, Dinh Q. Phung, Svetha Venkatesh. 133-148 [doi]
- Predictive Simulation Framework of Stochastic Diffusion Model for Identifying Top-K Influential NodesKouzou Ohara, Kazumi Saito, Masahiro Kimura, Hiroshi Motoda. 149-164 [doi]
- Information Retrieval Perspective to Meta-visualizationJaakko Peltonen, Ziyuan Lin. 165-180 [doi]
- Achievability of Asymptotic Minimax Regret in Online and Batch PredictionKazuho Watanabe, Teemu Roos, Petri Myllymäki. 181-196 [doi]
- Multi-Label Classification with Unlabeled Data: An Inductive ApproachLe Wu, Min-Ling Zhang. 197-212 [doi]
- Q-learning for history-based reinforcement learningMayank Daswani, Peter Sunehag, Marcus Hutter. 213-228 [doi]
- Multiclass Latent Locally Linear Support Vector MachinesMarco Fornoni, Barbara Caputo, Francesco Orabona. 229-244 [doi]
- Exploration vs Exploitation vs Safety: Risk-Aware Multi-Armed BanditsNicolas Galichet, Michèle Sebag, Olivier Teytaud. 245-260 [doi]
- The Multi-Task Learning View of Multimodal DataHachem Kadri, Stéphane Ayache, Cécile Capponi, Sokol Koço, François-Xavier Dupé, Emilie Morvant. 261-276 [doi]
- On multi-class classification through the minimization of the confusion matrix normSokol Koço, Cécile Capponi. 277-292 [doi]
- Generalized Aitchison Embeddings for HistogramsTam Le, Marco Cuturi. 293-308 [doi]
- Unconfused Ultraconservative Multiclass AlgorithmsUgo Louche, Liva Ralaivola. 309-324 [doi]
- Second Order Online Collaborative FilteringJing Lu, Steven C. H. Hoi, Jialei Wang. 325-340 [doi]
- Learning a Metric Space for Neighbourhood Topology Estimation: Application to Manifold LearningKarim T. Abou-Moustafa, Dale Schuurmans, Frank P. Ferrie. 341-356 [doi]
- Coinciding Walk Kernels: Parallel Absorbing Random Walks for Learning with Graphs and Few LabelsMarion Neumann, Roman Garnett, Kristian Kersting. 357-372 [doi]
- Aggregating Predictions via Sequential Mini-TradingMindika Premachandra, Mark D. Reid. 373-387 [doi]
- Active Sampling of Pairs and Points for Large-scale Linear Bipartite RankingWei-Yuan Shen, Hsuan-Tien Lin. 388-403 [doi]
- Multilabel Classification through Random Graph EnsemblesHongYu Su, Juho Rousu. 404-418 [doi]
- Improving Predictive Specificity of Description Logic Learners by FortificationAn Cong Tran, Jens Dietrich, Hans W. Guesgen, Stephen Marsland. 419-434 [doi]
- Using Hyperbolic Cross Approximation to measure and compensate Covariate ShiftThomas Vanck, Jochen Garcke. 435-450 [doi]
- Locally-Linear Learning Machines (L3M)Joseph Wang, Venkatesh Saligrama. 451-466 [doi]
- Co-Training with Insufficient ViewsWei Wang 0028, Zhi-Hua Zhou. 467-482 [doi]
- EPMC: Every Visit Preference Monte Carlo for Reinforcement LearningChristian Wirth, Johannes Fürnkranz. 483-497 [doi]