Bayesian Modeling with Gaussian Processes using the GPstuff Toolbox

Bayesian Modeling with Gaussian Processes using the GPstuff Toolbox

25 June 2012

Jouni Hartikainen

Papers citing "Bayesian Modeling with Gaussian Processes using the GPstuff Toolbox"

13 / 13 papers shown

Title
Laplace approximation for logistic Gaussian process density estimation and regression J. Riihimaki Aki Vehtari 44 48 0 01 Nov 2012
Nested Expectation Propagation for Gaussian Process Classification with a Multinomial Probit Likelihood J. Riihimaki Pasi Jylänki Aki Vehtari 56 50 0 16 Jul 2012
Gaussian Process Quantile Regression using Expectation Propagation A. Boukouvalas R. Barillec D. Cornford GP 33 22 0 27 Jun 2012
Modelling local and global phenomena with sparse Gaussian processes J. Vanhatalo Aki Vehtari 59 39 0 13 Jun 2012
Speeding up the binary Gaussian process classification J. Vanhatalo Aki Vehtari GP 52 11 0 15 Mar 2012
The No-U-Turn Sampler: Adaptively Setting Path Lengths in Hamiltonian Monte Carlo Matthew D. Hoffman Andrew Gelman 152 4,286 0 18 Nov 2011
Gaussian Process Regression with a Student-t Likelihood Pasi Jylänki J. Vanhatalo Aki Vehtari GP 80 165 0 22 Jun 2011
Predictive Active Set Selection Methods for Gaussian Processes Ricardo Henao Ole Winther GP 64 13 0 22 Feb 2011
Slice sampling covariance hyperparameters of latent Gaussian models Iain Murray Ryan P. Adams 101 232 0 04 Jun 2010
Asymptotic Equivalence of Bayes Cross Validation and Widely Applicable Information Criterion in Singular Learning Theory Sumio Watanabe 119 2,377 0 14 Apr 2010
Covariance-Adaptive Slice Sampling Madeleine B. Thompson Radford M. Neal 61 9 0 16 Mar 2010
Elliptical slice sampling Iain Murray Ryan P. Adams D. MacKay 119 465 0 31 Dec 2009
Equations of States in Singular Statistical Estimation Sumio Watanabe 169 85 0 05 Dec 2007

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