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markov chain monte carlo

725 papers

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Also known as

MCMC

Co-occurring keywords

bayesian inference (1907) variational inference (2069) langevin dynamics (128) hamiltonian monte carlo (92) gibbs sampling (201) stochastic gradient (296) mcmc sampling (70) mixing time (70) sampling algorithm (130) gaussian process (1200)

Papers

Bayesian Inference for Change Points in Dynamical Systems with Reusable States - a Chinese Restaurant Process Approach AISTATS 2012
Efficient Sampling from Combinatorial Space via Bridging AISTATS 2012
An Autoregressive Approach to Nonparametric Hierarchical Dependent Modeling AISTATS 2012
Bayesian active learning with localized priors for fast receptive field characterization NIPS 2012
Effective Split-Merge Monte Carlo Methods for Nonparametric Models of Sequential Data NIPS 2012
MCMC for continuous-time discrete-state systems NIPS 2012
The Coloured Noise Expansion and Parameter Estimation of Diffusion Processes NIPS 2012
Sparse Approximate Manifolds for Differential Geometric MCMC NIPS 2012
Evaluation of marginal likelihoods via the density of states AISTATS 2012
Burn-in, bias, and the rationality of anchoring NIPS 2012
Slice sampling normalized kernel-weighted completely random measure mixture models NIPS 2012
Ancestor Sampling for Particle Gibbs NIPS 2012
Quasi-Newton Methods for Markov Chain Monte Carlo NIPS 2011
Bayesian Inference for Statistical Abduction Using Markov Chain Monte Carlo ACML 2011
Lightweight Implementations of Probabilistic Programming Languages Via Transformational Compilation AISTATS 2011
Query-Aware MCMC NIPS 2011
Multicore Gibbs Sampling in Dense, Unstructured Graphs AISTATS 2011
Polytope samplers for inference in ill-posed inverse problems AISTATS 2011
Gaussian process modulated renewal processes NIPS 2011
Image Parsing with Stochastic Scene Grammar NIPS 2011
Select and Sample - A Model of Efficient Neural Inference and Learning NIPS 2011
Parallel Gibbs Sampling: From Colored Fields to Thin Junction Trees AISTATS 2011
Clustering Algorithms for Chains JMLR 2011
Accelerated Adaptive Markov Chain for Partition Function Computation NIPS 2011
Bayesian Generalized Kernel Mixed Models JMLR 2011