GPS-ABC: Gaussian Process Surrogate Approximate Bayesian Computation

13 January 2014

Papers citing "GPS-ABC: Gaussian Process Surrogate Approximate Bayesian Computation"

17 / 67 papers shown

Title
Automatic Variational ABC Alexander Moreno T. Adel Edward Meeds James M. Rehg Max Welling 171 12 0 28 Jun 2016
Fast $ε$ -free Inference of Simulation Models with Bayesian Conditional Density Estimation George Papamakarios Iain Murray TPM 200 158 0 20 May 2016
ABC for climate: dealing with expensive simulators P. Holden N. Edwards J. Hensman Richard D. Wilkinson 41 35 0 11 Nov 2015
Adaptive, delayed-acceptance MCMC for targets with expensive likelihoods Chris Sherlock Andrew Golightly D. Henderson 122 55 0 01 Sep 2015
Bayesian optimisation for fast approximate inference in state-space models with intractable likelihoods J. Dahlin M. Villani Thomas B. Schon 65 6 0 23 Jun 2015
Hamiltonian Monte Carlo Acceleration Using Surrogate Functions with Random Bases Cheng Zhang Babak Shahbaba Hongkai Zhao 121 32 0 18 Jun 2015
A Parzen-based distance between probability measures as an alternative of summary statistics in Approximate Bayesian Computation C. Zuluaga Edgar A. Valencia Mauricio A. Alvarez 34 5 0 30 Mar 2015
Scalable Bayesian Inference for the Inverse Temperature of a Hidden Potts Model M. Moores Geoff K. Nicholls A. Pettitt Kerrie Mengersen TPM 178 22 0 27 Mar 2015
Hamiltonian ABC Edward Meeds R. Leenders Max Welling BDL 195 31 0 06 Mar 2015
K2-ABC: Approximate Bayesian Computation with Kernel Embeddings Mijung Park Wittawat Jitkrittum Dino Sejdinovic 90 10 0 09 Feb 2015
Bayesian Optimization for Likelihood-Free Inference of Simulator-Based Statistical Models Michael U. Gutmann J. Corander 230 288 0 14 Jan 2015
Fast and optimal nonparametric sequential design for astronomical observations Justin Yang Xufei Wang P. Protopapas L. Bornn 23 3 0 11 Jan 2015
A comparison of emulation methods for Approximate Bayesian Computation F. Jabot Guillaume Lagarrigues B. Courbaud Nicolas Dumoulin 71 11 0 16 Dec 2014
GP-select: Accelerating EM using adaptive subspace preselection Jacquelyn A. Shelton Jan Gasthaus Zhenwen Dai Jörg Lücke Arthur Gretton 67 18 0 10 Dec 2014
POPE: Post Optimization Posterior Evaluation of Likelihood Free Models Edward Meeds Michael Chiang Mary Lee Olivier Cinquin John S. Lowengrub Max Welling 45 0 0 09 Dec 2014
Lazy ABC D. Prangle 121 44 0 30 May 2014
Exploiting the Statistics of Learning and Inference Max Welling 63 5 0 26 Feb 2014