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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

Sensor Selection for Crowdsensing Dynamical Systems AISTATS 2015
Neural Adaptive Sequential Monte Carlo NIPS 2015
A Nonparametric Bayesian Approach Toward Stacked Convolutional Independent Component Analysis ICCV 2015
Deep Poisson Factor Modeling NIPS 2015
Scalable Deep Poisson Factor Analysis for Topic Modeling ICML 2015
Non-Gaussian Discriminative Factor Models via the Max-Margin Rank-Likelihood ICML 2015
Condition for Perfect Dimensionality Recovery by Variational Bayesian PCA JMLR 2015
Bounding errors of Expectation-Propagation NIPS 2015
Copula variational inference NIPS 2015
Stochastic Expectation Propagation NIPS 2015
The Benefits of Learning with Strongly Convex Approximate Inference ICML 2015
Consistent estimation of dynamic and multi-layer block models ICML 2015
Nested Sequential Monte Carlo Methods ICML 2015
A Unifying Framework of Anytime Sparse Gaussian Process Regression Models with Stochastic Variational Inference for Big Data ICML 2015
A Recurrent Latent Variable Model for Sequential Data NIPS 2015
Latent Gaussian Processes for Distribution Estimation of Multivariate Categorical Data ICML 2015
Bayesian Adaptive Matrix Factorization With Automatic Model Selection CVPR 2015
A New Perspective and Extension of the Gaussian Filter RSS 2015
Improving the Gaussian Process Sparse Spectrum Approximation by Representing Uncertainty in Frequency Inputs ICML 2015
HawkesTopic: A Joint Model for Network Inference and Topic Modeling from Text-Based Cascades ICML 2015
Markov Chain Monte Carlo and Variational Inference: Bridging the Gap ICML 2015
Learning Deep Sigmoid Belief Networks with Data Augmentation AISTATS 2015
Reweighted Laplace Prior Based Hyperspectral Compressive Sensing for Unknown Sparsity CVPR 2015
A Fast Variational Approach for Learning Markov Random Field Language Models ICML 2015
Variational Depth Superresolution Using Example-Based Edge Representations ICCV 2015