Bayesian Inference

(More) Efficient Reinforcement Learning via Posterior Sampling NeurIPS 2013 Multi-Task Bayesian Optimization NeurIPS 2013 Non-Uniform Camera Shake Removal Using a Spatially-Adaptive Sparse Penalty NeurIPS 2013 One-shot learning by inverting a compositional causal process NeurIPS 2013 Online Variational Approximations to non-Exponential Family Change Point Models: With Application to Radar Tracking NeurIPS 2013 Optimal integration of visual speed across different spatiotemporal frequency channels NeurIPS 2013 PAC-Bayes-Empirical-Bernstein Inequality NeurIPS 2013 Perturbative Corrections for Approximate Inference in Gaussian Latent Variable Models JMLR 2013 Policy Shaping: Integrating Human Feedback with Reinforcement Learning NeurIPS 2013 Prior-free and prior-dependent regret bounds for Thompson Sampling NeurIPS 2013 Probabilistic Low-Rank Matrix Completion with Adaptive Spectral Regularization Algorithms NeurIPS 2013 Real-Time Inference for a Gamma Process Model of Neural Spiking NeurIPS 2013 Reciprocally Coupled Local Estimators Implement Bayesian Information Integration Distributively NeurIPS 2013 Reconciling "priors" & "priors" without prejudice? NeurIPS 2013 Small-Variance Asymptotics for Hidden Markov Models NeurIPS 2013 Spike train entropy-rate estimation using hierarchical Dirichlet process priors NeurIPS 2013 Stochastic Gradient Riemannian Langevin Dynamics on the Probability Simplex NeurIPS 2013 Summary Statistics for Partitionings and Feature Allocations NeurIPS 2013 Thompson Sampling for 1-Dimensional Exponential Family Bandits NeurIPS 2013 Top-down particle filtering for Bayesian decision trees ICML 2013 Understanding Bayesian Rooms Using Composite 3D Object Models CVPR 2013 Universal models for binary spike patterns using centered Dirichlet processes NeurIPS 2013 Visual Concept Learning: Combining Machine Vision and Bayesian Generalization on Concept Hierarchies NeurIPS 2013 A Bayesian Approach for Policy Learning from Trajectory Preference Queries NeurIPS 2012 Active Learning of Model Evidence Using Bayesian Quadrature NeurIPS 2012