QR Code

Learning Summary Statistics for Bayesian Inference with Autoencoders

For stochastic models with intractable likelihood functions, approximate Bayesian computation offers a way of approximating the true posterior through repeated comparisons of observations with simulated model outputs in terms of a small set of summary statistics. These statistics need to retain t...

Full description

Saved in:
Bibliographic Details
Main Author: Carlo Albert, Simone Ulzega, Firat Ozdemir, Fernando Perez-Cruz, Antonietta Mira
Format: Artigo
Language:Inglês
Published: SciPost 2022-09-01
Series:SciPost Physics Core
Online Access:https://scipost.org/SciPostPhysCore.5.3.043
Tags: Add Tag
No Tags, Be the first to tag this record!