Summary Statistics in Approximate Bayesian Computation

17 December 2015

Papers citing "Summary Statistics in Approximate Bayesian Computation"

13 / 13 papers shown

Title
Nonparametric likelihood-free inference with Jensen-Shannon divergence for simulator-based models with categorical output J. Corander Ulpu Remes Ida Holopainen T. Koski 135 0 0 22 May 2022
Weakly informative priors and prior-data conflict checking for likelihood-free inference Atlanta Chakraborty David J. Nott Michael Evans 47 4 0 21 Feb 2022
Approximate Bayesian Computation with Domain Expert in the Loop Ayush Bharti Louis Filstroff Samuel Kaski TPM 120 9 0 28 Jan 2022
GRAFFL: Gradient-free Federated Learning of a Bayesian Generative Model S. Hahn Junghye Lee FedML 15 2 0 29 Aug 2020
Convolutional Neural Networks as Summary Statistics for Approximate Bayesian Computation Mattias Åkesson Prashant Singh Fredrik Wrede Andreas Hellander BDL 107 33 0 31 Jan 2020
Distance-learning For Approximate Bayesian Computation To Model a Volcanic Eruption Lorenzo Pacchiardi Pierre Künzli Marcel Schoengens B. Chopard Ritabrata Dutta 59 13 0 28 Sep 2019
Finding our Way in the Dark: Approximate MCMC for Approximate Bayesian Methods Evgeny Levi Radu V. Craiu 59 6 0 16 May 2019
Spectral Density-Based and Measure-Preserving ABC for partially observed diffusion processes. An illustration on Hamiltonian SDEs E. Buckwar M. Tamborrino I. Tubikanec 78 36 0 04 Mar 2019
Partially Exchangeable Networks and Architectures for Learning Summary Statistics in Approximate Bayesian Computation Samuel Wiqvist Pierre-Alexandre Mattei Umberto Picchini J. Frellsen BDL 192 32 0 29 Jan 2019
Local dimension reduction of summary statistics for likelihood-free inference Jukka Sirén Samuel Kaski 57 2 0 25 Jan 2019
Machine Learning Accelerated Likelihood-Free Event Reconstruction in Dark Matter Direct Detection U. Simola B. Pelssers D. Barge J. Conrad J. Corander 122 11 0 23 Oct 2018
Bayesian inference for stochastic differential equation mixed effects models of a tumor xenography study Umberto Picchini J. Forman 51 24 0 09 Jul 2016
Asymptotically exact inference in differentiable generative models Matthew M. Graham Amos J. Storkey BDL 189 33 0 25 May 2016