A Likelihood-Free Approach to Goal-Oriented Bayesian Optimal Experimental Design

18 August 2024

Papers citing "A Likelihood-Free Approach to Goal-Oriented Bayesian Optimal Experimental Design"

14 / 14 papers shown

Title
Goal-Oriented Bayesian Optimal Experimental Design for Nonlinear Models using Markov Chain Monte Carlo Shijie Zhong Wanggang Shen Tommie A. Catanach Xun Huan 54 4 0 26 Mar 2024
Bayesian Synthetic Likelihood David T. Frazier Christopher C. Drovandi David J. Nott 177 220 0 09 May 2023
Modern Bayesian Experimental Design Tom Rainforth Adam Foster Desi R. Ivanova Freddie Bickford-Smith 86 86 0 28 Feb 2023
Implicit Deep Adaptive Design: Policy-Based Experimental Design without Likelihoods Desi R. Ivanova Adam Foster Steven Kleinegesse Michael U. Gutmann Tom Rainforth OffRL 117 48 0 03 Nov 2021
Gradient-based Bayesian Experimental Design for Implicit Models using Mutual Information Lower Bounds Steven Kleinegesse Michael U. Gutmann FedML 62 25 0 10 May 2021
Bayesian Experimental Design for Implicit Models by Mutual Information Neural Estimation Steven Kleinegesse Michael U. Gutmann 64 66 0 19 Feb 2020
The frontier of simulation-based inference Kyle Cranmer Johann Brehmer Gilles Louppe AI4CE 190 854 0 04 Nov 2019
Efficient MCMC Sampling with Dimension-Free Convergence Rate using ADMM-type Splitting Maxime Vono Daniel Paulin Arnaud Doucet 89 37 0 23 May 2019
Efficient Bayesian Experimental Design for Implicit Models Steven Kleinegesse Michael U. Gutmann 65 50 0 23 Oct 2018
Sequential Neural Likelihood: Fast Likelihood-free Inference with Autoregressive Flows George Papamakarios D. Sterratt Iain Murray BDL 533 370 0 18 May 2018
Likelihood-free inference by ratio estimation Owen Thomas Ritabrata Dutta J. Corander Samuel Kaski Michael U. Gutmann 190 151 0 30 Nov 2016
Change-Point Detection in Time-Series Data by Relative Density-Ratio Estimation Song Liu M. Yamada Nigel Collier Masashi Sugiyama 66 446 0 02 Mar 2012
Simulation-based optimal Bayesian experimental design for nonlinear systems Xun Huan Youssef M. Marzouk 86 430 0 20 Aug 2011
Non-linear regression models for Approximate Bayesian Computation M. Blum O. François 225 484 0 24 Sep 2008