Rapid Bayesian inference for expensive stochastic models

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Rapid Bayesian inference for expensive stochastic models

14 September 2019

Matthew J. Simpson

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Papers citing "Rapid Bayesian inference for expensive stochastic models"

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Title
A Comprehensive Guide to Simulation-based Inference in Computational Biology Xiaoyu Wang Ryan P. Kelly A. Jenner D. Warne Christopher C. Drovandi 61 3 0 29 Sep 2024
Preconditioned Neural Posterior Estimation for Likelihood-free Inference Xiaoyu Wang Ryan P. Kelly D. Warne Christopher C. Drovandi 113 5 0 21 Apr 2024
Generalised likelihood profiles for models with intractable likelihoods D. Warne Oliver J. Maclaren E. Carr Matthew J. Simpson Christopher C. Drovandi 69 8 0 18 May 2023
Bayesian score calibration for approximate models Joshua J. Bon D. Warne David J. Nott Christopher C. Drovandi 54 3 0 10 Nov 2022
Efficient Multifidelity Likelihood-Free Bayesian Inference with Adaptive Computational Resource Allocation Thomas P. Prescott D. Warne R. Baker 50 7 0 22 Dec 2021
Multifidelity multilevel Monte Carlo to accelerate approximate Bayesian parameter inference for partially observed stochastic processes D. Warne Thomas P. Prescott Ruth Baker Matthew J. Simpson 58 16 0 26 Oct 2021
Bayesian inference of Stochastic reaction networks using Multifidelity Sequential Tempered Markov Chain Monte Carlo T. Catanach Huy D. Vo B. Munsky 68 12 0 06 Jan 2020