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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

Bayes-Adaptive Simulation-based Search with Value Function Approximation NIPS 2014
Information-based learning by agents in unbounded state spaces NIPS 2014
Global Sensitivity Analysis for MAP Inference in Graphical Models NIPS 2014
Multi-scale Graphical Models for Spatio-Temporal Processes NIPS 2014
Fast Sampling-Based Inference in Balanced Neuronal Networks NIPS 2014
Spectral Methods for Indian Buffet Process Inference NIPS 2014
A Framework for Testing Identifiability of Bayesian Models of Perception NIPS 2014
Optimal prior-dependent neural population codes under shared input noise NIPS 2014
A Filtering Approach to Stochastic Variational Inference NIPS 2014
Smoothed Gradients for Stochastic Variational Inference NIPS 2014
Pitfalls in the use of Parallel Inference for the Dirichlet Process ICML 2014
Finding a most biased coin with fewest flips COLT 2014
Bayes-Optimal Scorers for Bipartite Ranking COLT 2014
Efficiency of conformalized ridge regression COLT 2014
A State-Space Model for Decoding Auditory Attentional Modulation from MEG in a Competing-Speaker Environment NIPS 2014
A Non-parametric Conditional Factor Regression Model for Multi-Dimensional Input and Response AISTATS 2014
Bayesian Switching Interaction Analysis Under Uncertainty AISTATS 2014
Polya-gamma augmentations for factor models ACML 2014
Fully-Automatic Bayesian Piecewise Sparse Linear Models AISTATS 2014
Stochastic Regret Minimization via Thompson Sampling COLT 2014
Parallel MCMC with Generalized Elliptical Slice Sampling JMLR 2014
A Bayesian model for identifying hierarchically organised states in neural population activity NIPS 2014
Decoupled Variational Gaussian Inference NIPS 2014
Effective Bayesian Modeling of Groups of Related Count Time Series ICML 2014
Thompson Sampling for Complex Online Problems ICML 2014