Bayesian & Probabilistic

Probabilistic Inference with Generating Functions for Poisson Latent Variable Models NeurIPS 2016 Probabilistic Linear Multistep Methods NeurIPS 2016 Probabilistic Prototype Model for Serendipitous Property Mining COLING 2016 Probing the Compositionality of Intuitive Functions NeurIPS 2016 Proper Inner Product with Mean Displacement for Gaussian Noise Invariant ICA ACML 2016 Provable Bayesian Inference via Particle Mirror Descent AISTATS 2016 RAID-G: Robust Estimation of Approximate Infinite Dimensional Gaussian With Application to Material Recognition CVPR 2016 Regime Aware Learning PGM 2016 Regression Methods Applied to Flight Variables for Situational Awareness Estimation Using Dynamic Bayesian Networks PGM 2016 Regret Analysis of the Finite-Horizon Gittins Index Strategy for Multi-Armed Bandits COLT 2016 Reinforcement Learning of POMDPs using Spectral Methods COLT 2016 Reintroducing Credal Networks under Epistemic Irrelevance PGM 2016 Relevant Path Separation: A Faster Method for Testing Independencies in Bayesian Networks PGM 2016 Sampling for Bayesian Program Learning NeurIPS 2016 Scalable Discrete Sampling as a Multi-Armed Bandit Problem ICML 2016 Scalable MAP inference in Bayesian networks based on a Map-Reduce approach PGM 2016 Scalable MCMC for Mixed Membership Stochastic Blockmodels AISTATS 2016 Scalable Structure Discovery in Regression using Gaussian Processes AutoML 2016 Select-and-Sample for Spike-and-Slab Sparse Coding NeurIPS 2016 Sequential Inference for Deep Gaussian Process AISTATS 2016 Sequential Neural Models with Stochastic Layers NeurIPS 2016 Short Utterance Variance Modelling and Utterance Partitioning for PLDA Speaker Verification Interspeech 2016 Simulation and Calibration of a Fully Bayesian Marked Multidimensional Hawkes Process with Dissimilar Decays ACML 2016 Spectral Methods Meet EM: A Provably Optimal Algorithm for Crowdsourcing JMLR 2016 Square Root Graphical Models: Multivariate Generalizations of Univariate Exponential Families that Permit Positive Dependencies ICML 2016