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bayesian inference

1904 papers

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Also known as

MCMC MBR BI BVMM MAP

Co-occurring keywords

variational inference (2069) markov chain monte carlo (724) gaussian process (1198) probabilistic modeling (851) uncertainty quantification (1365) posterior distribution (259) bayesian learning (185) gibbs sampling (201) graphical model (863) probabilistic model (476)

Papers

State Space Methods for Efficient Inference in Student-t Process Regression AISTATS 2015
Max-Margin Majority Voting for Learning from Crowds NIPS 2015
Variational Consensus Monte Carlo NIPS 2015
Finite-Time Analysis of Projected Langevin Monte Carlo NIPS 2015
Optimization Monte Carlo: Efficient and Embarrassingly Parallel Likelihood-Free Inference NIPS 2015
Expectation Particle Belief Propagation NIPS 2015
A Complete Recipe for Stochastic Gradient MCMC NIPS 2015
A Gaussian Process Model of Quasar Spectral Energy Distributions NIPS 2015
Covariance-Controlled Adaptive Langevin Thermostat for Large-Scale Bayesian Sampling NIPS 2015
Scalable Inference for Gaussian Process Models with Black-Box Likelihoods NIPS 2015
Tree-Guided MCMC Inference for Normalized Random Measure Mixture Models NIPS 2015
Automatic Variational Inference in Stan NIPS 2015
Kullback-Leibler Proximal Variational Inference NIPS 2015
A Bayesian Framework for Modeling Confidence in Perceptual Decision Making NIPS 2015
Celeste: Variational inference for a generative model of astronomical images ICML 2015
Variational Inference for Gaussian Process Modulated Poisson Processes ICML 2015
Scalable Model Selection for Large-Scale Factorial Relational Models ICML 2015
Markov Chain Monte Carlo and Variational Inference: Bridging the Gap ICML 2015
The Benefits of Learning with Strongly Convex Approximate Inference ICML 2015
Nested Sequential Monte Carlo Methods ICML 2015
Convergence rate of Bayesian tensor estimator and its minimax optimality ICML 2015
Non-Gaussian Discriminative Factor Models via the Max-Margin Rank-Likelihood ICML 2015
Hyperspectral Compressive Sensing Using Manifold-Structured Sparsity Prior ICCV 2015
Expectation Propagation for Rectified Linear Poisson Regression ACML 2015
Real-Time Part-Based Visual Tracking via Adaptive Correlation Filters CVPR 2015