Bayesian Inference

Nonparametric Bayesian Factor Analysis for Dynamic Count Matrices AISTATS 2015 On some provably correct cases of variational inference for topic models NeurIPS 2015 On the Convergence of Stochastic Gradient MCMC Algorithms with High-Order Integrators NeurIPS 2015 Optimal Bayesian Estimation in Random Covariate Design with a Rescaled Gaussian Process Prior JMLR 2015 Optimality of Poisson Processes Intensity Learning with Gaussian Processes JMLR 2015 Optimization Monte Carlo: Efficient and Embarrassingly Parallel Likelihood-Free Inference NeurIPS 2015 Ordered Stick-Breaking Prior for Sequential MCMC Inference of Bayesian Nonparametric Models ICML 2015 Parallelizing MCMC with Random Partition Trees NeurIPS 2015 Parallel Predictive Entropy Search for Batch Global Optimization of Expensive Objective Functions NeurIPS 2015 Particle Gibbs for Bayesian Additive Regression Trees AISTATS 2015 Predicting Preference Reversals via Gaussian Process Uncertainty Aversion AISTATS 2015 Predictive Entropy Search for Bayesian Optimization with Unknown Constraints ICML 2015 Privacy for Free: Posterior Sampling and Stochastic Gradient Monte Carlo ICML 2015 Probabilistic Backpropagation for Scalable Learning of Bayesian Neural Networks ICML 2015 Probabilistic Line Searches for Stochastic Optimization NeurIPS 2015 Probabilistic Semi-Dense Mapping from Highly Accurate Feature-Based Monocular SLAM RSS 2015 Probabilistic Variational Bounds for Graphical Models NeurIPS 2015 Probability Occupancy Maps for Occluded Depth Images CVPR 2015 Pushing Forward Marginal MAP with Best-First Search IJCAI 2015 pyGPs -- A Python Library for Gaussian Process Regression and Classification JMLR 2015 Rapidly Mixing Gibbs Sampling for a Class of Factor Graphs Using Hierarchy Width NeurIPS 2015 Real-Time Joint Estimation of Camera Orientation and Vanishing Points CVPR 2015 Real-Time Part-Based Visual Tracking via Adaptive Correlation Filters CVPR 2015 Rebuilding Factorized Information Criterion: Asymptotically Accurate Marginal Likelihood ICML 2015 Reflection, Refraction, and Hamiltonian Monte Carlo NeurIPS 2015