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bayesian learning

185 papers

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Co-occurring keywords

bayesian inference (1904) variational inference (2069) uncertainty quantification (1365) markov chain monte carlo (724) probabilistic modeling (851) posterior distribution (259) gaussian process (1198) transfer learning (5442) reinforcement learning (4122) stochastic gradient (296)

Papers

Semi-Supervised Learning of a Pronunciation Dictionary from Disjoint Phonemic Transcripts and Text INTERSPEECH 2017
Stochastic Gradient MCMC with Stale Gradients NIPS 2016
Learning under uncertainty: a comparison between R-W and Bayesian approach NIPS 2016
Analysis of Variational Bayesian Factorizations for Sparse and Low-Rank Estimation ICML 2016
Multiple Output Regression with Latent Noise JMLR 2016
Online Learning With Bayesian Classification Trees CVPR 2016
Variational Bayes on Monte Carlo Steroids NIPS 2016
Computationally Efficient Bayesian Learning of Gaussian Process State Space Models AISTATS 2016
Reweighted Laplace Prior Based Hyperspectral Compressive Sensing for Unknown Sparsity CVPR 2015
Privacy for Free: Posterior Sampling and Stochastic Gradient Monte Carlo ICML 2015
Variational Dropout and the Local Reparameterization Trick NIPS 2015
Analysis of Empirical MAP and Empirical Partially Bayes: Can They be Alternatives to Variational Bayes? AISTATS 2014
Bayesian Co-Boosting for Multi-modal Gesture Recognition JMLR 2014
Distributed Stochastic Gradient MCMC ICML 2014
Information-based learning by agents in unbounded state spaces NIPS 2014
Bayes-Optimal Scorers for Bipartite Ranking COLT 2014
Bayes-Adaptive Simulation-based Search with Value Function Approximation NIPS 2014
Analysis of Variational Bayesian Latent Dirichlet Allocation: Weaker Sparsity Than MAP NIPS 2014
Neurons as Monte Carlo Samplers: Bayesian Inference and Learning in Spiking Networks NIPS 2014
Global Solver and Its Efficient Approximation for Variational Bayesian Low-rank Subspace Clustering NIPS 2013
Bayesian Robust Matrix Factorization for Image and Video Processing ICCV 2013
Forgetful Bayes and myopic planning: Human learning and decision-making in a bandit setting NIPS 2013
Differentially Private Learning with Kernels ICML 2013
Machine Teaching for Bayesian Learners in the Exponential Family NIPS 2013
Bayesian models for Large-scale Hierarchical Classification NIPS 2012