Bayesian Learning

Bayesian Hierarchical Community Discovery NeurIPS 2013 Bayesian Inference and Online Experimental Design for Mapping Neural Microcircuits NeurIPS 2013 Bayesian Robust Matrix Factorization for Image and Video Processing ICCV 2013 Beta Process Joint Dictionary Learning for Coupled Feature Spaces with Application to Single Image Super-Resolution CVPR 2013 Discovering Hidden Variables in Noisy-Or Networks using Quartet Tests NeurIPS 2013 EDML for Learning Parameters in Directed and Undirected Graphical Models NeurIPS 2013 Efficient Online Inference for Bayesian Nonparametric Relational Models NeurIPS 2013 Exact Learning of Bounded Tree-width Bayesian Networks AISTATS 2013 Factorial Multi-Task Learning : A Bayesian Nonparametric Approach ICML 2013 Forgetful Bayes and myopic planning: Human learning and decision-making in a bandit setting NeurIPS 2013 General Oracle Inequalities for Gibbs Posterior with Application to Ranking COLT 2013 Horizon-Independent Optimal Prediction with Log-Loss in Exponential Families COLT 2013 Integrated Non-Factorized Variational Inference NeurIPS 2013 Learning Efficient Random Maximum A-Posteriori Predictors with Non-Decomposable Loss Functions NeurIPS 2013 Learning Linear Bayesian Networks with Latent Variables ICML 2013 Learning Multiple Behaviors from Unlabeled Demonstrations in a Latent Controller Space ICML 2013 Locally Adaptive Bayesian Multivariate Time Series NeurIPS 2013 Multi-class Video Co-segmentation with a Generative Multi-video Model CVPR 2013 Multi-task Sparse Learning with Beta Process Prior for Action Recognition CVPR 2013 Nonparametric Multi-group Membership Model for Dynamic Networks NeurIPS 2013 One-shot learning by inverting a compositional causal process NeurIPS 2013 Online Learning of Nonparametric Mixture Models via Sequential Variational Approximation NeurIPS 2013 Relevance Topic Model for Unstructured Social Group Activity Recognition NeurIPS 2013 Restricting exchangeable nonparametric distributions NeurIPS 2013 Thompson Sampling for 1-Dimensional Exponential Family Bandits NeurIPS 2013