Bayesian Inference

Tree-Guided MCMC Inference for Normalized Random Measure Mixture Models NeurIPS 2015 Unlocking neural population non-stationarities using hierarchical dynamics models NeurIPS 2015 A Bayesian model for identifying hierarchically organised states in neural population activity NeurIPS 2014 A framework for studying synaptic plasticity with neural spike train data NeurIPS 2014 A Framework for Testing Identifiability of Bayesian Models of Perception NeurIPS 2014 Algorithm selection by rational metareasoning as a model of human strategy selection NeurIPS 2014 A Multi-World Approach to Question Answering about Real-World Scenes based on Uncertain Input NeurIPS 2014 A Procrustean Markov Process for Non-Rigid Structure Recovery CVPR 2014 A State-Space Model for Decoding Auditory Attentional Modulation from MEG in a Competing-Speaker Environment NeurIPS 2014 A Statistical Decision-Theoretic Framework for Social Choice NeurIPS 2014 Asynchronous Anytime Sequential Monte Carlo NeurIPS 2014 Augur: Data-Parallel Probabilistic Modeling NeurIPS 2014 Bayes-Adaptive Simulation-based Search with Value Function Approximation NeurIPS 2014 Bayesian Active Appearance Models CVPR 2014 Bayesian Inference for Structured Spike and Slab Priors NeurIPS 2014 Bayesian Sampling Using Stochastic Gradient Thermostats NeurIPS 2014 Bayesian View Synthesis and Image-Based Rendering Principles CVPR 2014 Beta-Negative Binomial Process and Exchangeable Random Partitions for Mixed-Membership Modeling NeurIPS 2014 Causal Inference through a Witness Protection Program NeurIPS 2014 Compressive Sensing of Signals from a GMM with Sparse Precision Matrices NeurIPS 2014 Consistency of Spectral Partitioning of Uniform Hypergraphs under Planted Partition Model NeurIPS 2014 Consistency of weighted majority votes NeurIPS 2014 Decoupled Variational Gaussian Inference NeurIPS 2014 Dependent nonparametric trees for dynamic hierarchical clustering NeurIPS 2014 Distance-Based Network Recovery under Feature Correlation NeurIPS 2014