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bayesian inference

1907 papers

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BI

Co-occurring keywords

variational inference (2069) markov chain monte carlo (725) gaussian process (1200) probabilistic modeling (852) uncertainty quantification (1393) posterior distribution (259) bayesian learning (185) gibbs sampling (201) graphical model (864) probabilistic model (476)

Papers

Spatially Aggregated Gaussian Processes with Multivariate Areal Outputs NIPS 2019
Scalable inference of topic evolution via models for latent geometric structures NIPS 2019
Automatic Posterior Transformation for Likelihood-Free Inference ICML 2019
Accelerate CNN via Recursive Bayesian Pruning ICCV 2019
Bayesian Combination of Probabilistic Classifiers using Multivariate Normal Mixtures JMLR 2019
Analysis of Langevin Monte Carlo via Convex Optimization JMLR 2019
Convergence of Gaussian Belief Propagation Under General Pairwise Factorization: Connecting Gaussian MRF with Pairwise Linear Gaussian Model JMLR 2019
A Bayesian Approach for Sequence Tagging with Crowds IJCNLP 2019
Evaluating Topic Quality with Posterior Variability IJCNLP 2019
Approximate Inference Turns Deep Networks into Gaussian Processes NIPS 2019
Variational Bayesian Optimal Experimental Design NIPS 2019
Debiased Bayesian inference for average treatment effects NIPS 2019
Scalable Bayesian inference of dendritic voltage via spatiotemporal recurrent state space models NIPS 2019
Parameter elimination in particle Gibbs sampling NIPS 2019
Streaming Bayesian Inference for Crowdsourced Classification NIPS 2019
Stein Variational Gradient Descent With Matrix-Valued Kernels NIPS 2019
Context-Tree Recommendation vs Matrix-Factorization: Algorithm Selection and Live Users Evaluation AAAI 2019
Adding Constraints to Bayesian Inverse Problems AAAI 2019
Deep Bayesian Trust: A Dominant and Fair Incentive Mechanism for Crowd AAAI 2019
Probabilistic Model Checking of Robots Deployed in Extreme Environments AAAI 2019
Solving Partially Observable Stochastic Games with Public Observations AAAI 2019
Learning Models of Sequential Decision-Making with Partial Specification of Agent Behavior AAAI 2019
Trust Region Sequential Variational Inference ACML 2019
Evaluating Topic Quality with Posterior Variability EMNLP 2019
Towards Zero-shot Language Modeling EMNLP 2019