Partially Exchangeable Networks and Architectures for Learning Summary
Statistics in Approximate Bayesian Computation

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Partially Exchangeable Networks and Architectures for Learning Summary Statistics in Approximate Bayesian Computation

29 January 2019

Pierre-Alexandre Mattei

Umberto Picchini

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Papers citing "Partially Exchangeable Networks and Architectures for Learning Summary Statistics in Approximate Bayesian Computation"

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Title
Janossy Pooling: Learning Deep Permutation-Invariant Functions for Variable-Size Inputs R. Murphy Balasubramaniam Srinivasan Vinayak A. Rao Yun Liang 113 192 0 05 Nov 2018
A Likelihood-Free Inference Framework for Population Genetic Data using Exchangeable Neural Networks Jeffrey Chan Valerio Perrone J. Spence Paul A. Jenkins Sara Mathieson Yun S. Song 319 107 0 16 Feb 2018
gk: An R Package for the g-and-k and generalised g-and-h Distributions D. Prangle 28 29 0 21 Jun 2017
Deep Sets Manzil Zaheer Satwik Kottur Siamak Ravanbakhsh Barnabás Póczós Ruslan Salakhutdinov Alex Smola 415 2,473 0 10 Mar 2017
Summary Statistics in Approximate Bayesian Computation D. Prangle 39 48 0 17 Dec 2015
Learning Summary Statistic for Approximate Bayesian Computation via Deep Neural Network Bai Jiang Tung-Yu Wu Charles Yang Zheng W. Wong BDL 305 142 0 08 Oct 2015
Approximate maximum likelihood estimation using data-cloning ABC Umberto Picchini Rachele Anderson 47 13 0 23 May 2015
Approximate Bayesian Computation for a Class of Time Series Models Ajay Jasra AI4TS 145 30 0 01 Jan 2014
MCMC using Hamiltonian dynamics Radford M. Neal 292 3,283 0 09 Jun 2012
Inference for SDE models via Approximate Bayesian Computation Umberto Picchini 108 71 0 24 Apr 2012
A Comparative Review of Dimension Reduction Methods in Approximate Bayesian Computation M. Blum M. Nunes D. Prangle Scott A. Sisson 183 364 0 16 Feb 2012
Approximate Bayesian Computational methods Jean-Michel Marin Pierre Pudlo Christian P. Robert Robin J. Ryder 224 866 0 05 Jan 2011
Likelihood-free Bayesian inference for alpha-stable models G. Peters Scott A. Sisson Yanan Fan 85 65 0 23 Dec 2009
Adaptive approximate Bayesian computation Mark Beaumont J. Cornuet Jean-Michel Marin Christian P. Robert 203 646 0 15 May 2008