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posterior inference

138 papers

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Co-occurring keywords

bayesian inference (1907) variational inference (2069) markov chain monte carlo (725) bayesian nonparametrics (270) gaussian process (1200) uncertainty quantification (1393) gibbs sampling (201) mcmc sampling (70) generative model (2892) importance sampling (318)

Papers

Integrated Non-Factorized Variational Inference NIPS 2013
Top-down particle filtering for Bayesian decision trees ICML 2013
Bayesian Inference and Online Experimental Design for Mapping Neural Microcircuits NIPS 2013
Bayesian Canonical Correlation Analysis JMLR 2013
Auxiliary-variable Exact Hamiltonian Monte Carlo Samplers for Binary Distributions NIPS 2013
Learning to Pass Expectation Propagation Messages NIPS 2013
Fast interior-point inference in high-dimensional sparse, penalized state-space models AISTATS 2012
Bayesian nonparametric models for bipartite graphs NIPS 2012
Priors for Diversity in Generative Latent Variable Models NIPS 2012
Gaussian process modulated renewal processes NIPS 2011
Sequential Monte Carlo Samplers for Dirichlet Process Mixtures AISTATS 2010
Efficient Sampling for Gaussian Process Inference using Control Variables NIPS 2008
Variational inference for Markov jump processes NIPS 2007