Turning Simulation into Estimation: Generalized Exchange Algorithms for Exponential Family Models.

The Single Variable Exchange algorithm is based on a simple idea; any model that can be simulated can be estimated by producing draws from the posterior distribution. We build on this simple idea by framing the Exchange algorithm as a mixture of Metropolis transition kernels and propose strategies t...

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Bibliographic Details
Main Authors: Maarten Marsman, Gunter Maris, Timo Bechger, Cees Glas
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2017-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC5226842?pdf=render