conftrace_

laplace approximation

70 papers

Explore in graph

Also known as

LA

Co-occurring keywords

bayesian inference (1907) variational inference (2069) gaussian process (1200) markov chain monte carlo (725) expectation propagation (86) marginal likelihood (75) uncertainty quantification (1393) posterior approximation (132) bayesian neural network (201) approximate inference (253)

Papers

Stochastic Neural Networks with Monotonic Activation Functions AISTATS 2016
Bayesian Leave-One-Out Cross-Validation Approximations for Gaussian Latent Variable Models JMLR 2016
Fast Kronecker Inference in Gaussian Processes with non-Gaussian Likelihoods ICML 2015
Latent Gaussian Models for Topic Modeling AISTATS 2014
Low-dimensional models of neural population activity in sensory cortical circuits NIPS 2014
Integrated Non-Factorized Variational Inference NIPS 2013
Evidence Estimation for Bayesian Partially Observed MRFs AISTATS 2013
Bayesian Nonparametric Modeling of Suicide Attempts NIPS 2012
Kernel Topic Models AISTATS 2012
Active learning of neural response functions with Gaussian processes NIPS 2011
Approximate Marginals in Latent Gaussian Models JMLR 2011
Improving posterior marginal approximations in latent Gaussian models AISTATS 2010
Copula Processes NIPS 2010
Gaussian process regression with Student-t likelihood NIPS 2009
Automatic PCA Dimension Selection for High Dimensional Data and Small Sample Sizes JMLR 2008
A New View of Automatic Relevance Determination NIPS 2007
Bayesian Model Scoring in Markov Random Fields NIPS 2006
Single Channel Speech Separation Using Factorial Dynamics NIPS 2006
Assessing Approximate Inference for Binary Gaussian Process Classification JMLR 2005
Gaussian Processes for Ordinal Regression JMLR 2005