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variational baye

50 papers

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VB

Co-occurring keywords

variational inference (2069) bayesian inference (1907) bayesian learning (185) probabilistic linear discriminant analysis (60) expectation propagation (86) gaussian process (1200) bayesian nonparametrics (270) graphical model (864) hidden markov model (302) generative model (2892)

Papers

Variational Bayes on Monte Carlo Steroids NIPS 2016
Finite-Dimensional BFRY Priors and Variational Bayesian Inference for Power Law Models NIPS 2016
A Multitask Point Process Predictive Model ICML 2015
Learning Deep Sigmoid Belief Networks with Data Augmentation AISTATS 2015
Non-Gaussian Discriminative Factor Models via the Max-Margin Rank-Likelihood ICML 2015
The Population Posterior and Bayesian Modeling on Streams NIPS 2015
Bayesian dark knowledge NIPS 2015
Inferring Block Structure of Graphical Models in Exponential Families AISTATS 2015
Expectation Backpropagation: Parameter-Free Training of Multilayer Neural Networks with Continuous or Discrete Weights NIPS 2014
Spectral Methods for Indian Buffet Process Inference NIPS 2014
A Filtering Approach to Stochastic Variational Inference NIPS 2014
A Complete Variational Tracker NIPS 2014
A Hierarchical Context Model for Event Recognition in Surveillance Video CVPR 2014
Analysis of Empirical MAP and Empirical Partially Bayes: Can They be Alternatives to Variational Bayes? AISTATS 2014
Streaming Variational Bayes NIPS 2013
Hierarchically-coupled hidden Markov models for learning kinetic rates from single-molecule data ICML 2013
Collaborative Gaussian Processes for Preference Learning NIPS 2012
Generalized Beta Mixtures of Gaussians NIPS 2011
Non-conjugate Variational Message Passing for Multinomial and Binary Regression NIPS 2011
Approximate Riemannian Conjugate Gradient Learning for Fixed-Form Variational Bayes JMLR 2010
Variational methods for Reinforcement Learning AISTATS 2010
Switching state space model for simultaneously estimating state transitions and nonstationary firing rates NIPS 2010
Variational Inference for the Nested Chinese Restaurant Process NIPS 2009
Extracting State Transition Dynamics from Multiple Spike Trains with Correlated Poisson HMM NIPS 2008
Bayesian Synchronous Grammar Induction NIPS 2008