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Pseudo-Marginal Bayesian Inference for Gaussian Processes

2 October 2013

Papers citing "Pseudo-Marginal Bayesian Inference for Gaussian Processes"

29 / 29 papers shown

Title
Sparse Gaussian Process Hyperparameters: Optimize or Integrate? V. Lalchand W. Bruinsma David R. Burt C. Rasmussen GP 23 6 0 04 Nov 2022
Validating Gaussian Process Models with Simulation-Based Calibration John Mcleod F. Simpson 56 3 0 27 Oct 2021
Low-rank statistical finite elements for scalable model-data synthesis Connor Duffin E. Cripps T. Stemler Mark Girolami 64 11 0 10 Sep 2021
On MCMC for variationally sparse Gaussian processes: A pseudo-marginal approach Karla Monterrubio-Gómez S. Wade 47 2 0 04 Mar 2021
Marginalised Gaussian Processes with Nested Sampling F. Simpson V. Lalchand C. Rasmussen GP 114 10 0 30 Oct 2020
Scalable Approximate Inference and Some Applications Jun Han BDL 52 1 0 07 Mar 2020
Sparse Gaussian Processes Revisited: Bayesian Approaches to Inducing-Variable Approximations Simone Rossi Markus Heinonen Edwin V. Bonilla Zheyan Shen Maurizio Filippone UQCV BDL 42 0 0 06 Mar 2020
Max-and-Smooth: a two-step approach for approximate Bayesian inference in latent Gaussian models B. Hrafnkelsson S. Siegert Raphael Huser H. Bakka Árni V. Jóhannesson 61 18 0 27 Jul 2019
Vecchia-Laplace approximations of generalized Gaussian processes for big non-Gaussian spatial data Daniel Zilber Matthias Katzfuss 84 34 0 18 Jun 2019
Stein Variational Gradient Descent Without Gradient J. Han Qiang Liu 92 45 0 07 Jun 2018
Pseudo-marginal Bayesian inference for supervised Gaussian process latent variable models Charles W. L. Gadd S. Wade A. Shah D. Grammatopoulos BDL GP 20 3 0 28 Mar 2018
A determinant-free method to simulate the parameters of large Gaussian fields L. Ellam Heiko Strathmann Mark Girolami Iain Murray 86 3 0 11 Sep 2017
Efficient and principled score estimation with Nyström kernel exponential families Danica J. Sutherland Heiko Strathmann Michael Arbel Arthur Gretton 81 24 0 23 May 2017
Hyperpriors for Matérn fields with applications in Bayesian inversion L. Roininen Mark Girolami Sari Lasanen M. Markkanen 78 57 0 09 Dec 2016
Inference for log Gaussian Cox processes using an approximate marginal posterior Shinichiro Shirota A. Gelfand 49 7 0 30 Nov 2016
Pseudo-marginal Metropolis--Hastings using averages of unbiased estimators Chris Sherlock Alexandre Hoang Thiery Anthony Lee 58 5 0 31 Oct 2016
Approximate Marginal Posterior for Log Gaussian Cox Processes Shinichiro Shirota A. Gelfand 22 2 0 26 Jun 2016
Pseudo-Marginal Slice Sampling Iain Murray Matthew M. Graham 101 37 0 10 Oct 2015
Unbiased Bayesian Inference for Population Markov Jump Processes via Random Truncations Anastasis Georgoulas J. Hillston G. Sanguinetti 75 39 0 28 Sep 2015
Adaptive Multiple Importance Sampling for Gaussian Processes Xiaoyu Xiong Václav Smídl Maurizio Filippone 47 6 0 05 Aug 2015
Efficiency of delayed-acceptance random walk Metropolis algorithms Chris Sherlock Alexandre Hoang Thiery Andrew Golightly 75 16 0 26 Jun 2015
Gradient-free Hamiltonian Monte Carlo with Efficient Kernel Exponential Families Heiko Strathmann Dino Sejdinovic Samuel Livingstone Z. Szabó Arthur Gretton BDL 100 76 0 08 Jun 2015
Enabling scalable stochastic gradient-based inference for Gaussian processes by employing the Unbiased LInear System SolvEr (ULISSE) Maurizio Filippone Raphael Engler 116 31 0 22 Jan 2015
Control Functionals for Quasi-Monte Carlo Integration Chris J. Oates Mark Girolami 169 27 0 14 Jan 2015
Optimal scaling for the pseudo-marginal random walk Metropolis: insensitivity to the noise generating mechanism Chris Sherlock OT 79 9 0 19 Aug 2014
Fast matrix computations for functional additive models Simon Barthelmé 34 3 0 20 Feb 2014
Bayesian Inference for Gaussian Process Classifiers with Annealing and Pseudo-Marginal MCMC Maurizio Filippone 44 6 0 28 Nov 2013
Analysis of the Gibbs sampler for hierarchical inverse problems S. Agapiou Johnathan M. Bardsley O. Papaspiliopoulos Andrew M. Stuart 99 60 0 05 Nov 2013
Kernel Adaptive Metropolis-Hastings Dino Sejdinovic Heiko Strathmann M. Garcia Christophe Andrieu Arthur Gretton 81 46 0 19 Jul 2013