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variational inference

2069 papers

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VI

Co-occurring keywords

bayesian inference (1904) gaussian process (1198) generative model (2889) variational autoencoder (1282) latent variable model (564) probabilistic modeling (851) representation learning (6174) uncertainty quantification (1365) latent variable (541) approximate inference (253)

Papers

Deep Temporal Sigmoid Belief Networks for Sequence Modeling NIPS 2015
Entropic Graph-based Posterior Regularization ICML 2015
Consensus Message Passing for Layered Graphical Models AISTATS 2015
Scalable Variational Gaussian Process Classification AISTATS 2015
High-dimensional neural spike train analysis with generalized count linear dynamical systems NIPS 2015
Streaming Variational Inference for Dirichlet Process Mixtures ACML 2015
Reliable and Scalable Variational Inference for the Hierarchical Dirichlet Process AISTATS 2015
Deep Exponential Families AISTATS 2015
Scalable Adaptation of State Complexity for Nonparametric Hidden Markov Models NIPS 2015
Deterministic Anytime Inference for Stochastic Continuous-Time Markov Processes ICML 2014
Clustered factor analysis of multineuronal spike data NIPS 2014
Concavity of reweighted Kikuchi approximation NIPS 2014
Semi-supervised Learning with Deep Generative Models NIPS 2014
Content-based recommendations with Poisson factorization NIPS 2014
Automated Variational Inference for Gaussian Process Models NIPS 2014
Projecting Markov Random Field Parameters for Fast Mixing NIPS 2014
Tree-structured Gaussian Process Approximations NIPS 2014
Variational Gaussian Process State-Space Models NIPS 2014
Extended and Unscented Gaussian Processes NIPS 2014
Iterative Neural Autoregressive Distribution Estimator NADE-k NIPS 2014
Distributed Variational Inference in Sparse Gaussian Process Regression and Latent Variable Models NIPS 2014
From MAP to Marginals: Variational Inference in Bayesian Submodular Models NIPS 2014
Clustering Hidden Markov Models with Variational HEM JMLR 2014
Decoupled Variational Gaussian Inference NIPS 2014
Hierarchical Dirichlet Scaling Process ICML 2014