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Likelihood-free model choice
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Marin, Jean-Michel, Pudlo, Pierre, Estoup, Arnaud and Robert, Christian P. (2018) Likelihood-free model choice. In: Sisson, Scott A. and Fan, Yanan and Beaumont, Mark, (eds.) Handbook of Approximate Bayesian Computation. Handbooks of Modern Statistical Methods . Boca Raton, Florida: Chapman and Hall/CRC , pp. 1-21. ISBN 9781439881507
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Official URL: https://www.crcpress.com/Handbook-of-Approximate-B...
Abstract
Fan, and Beaumont (2017). Beyond exposing the potential pitfalls of ABC approximations to posterior probabilities, the review emphasizes mostly the solution proposed by [25] on the use of random forests for aggregating summary statistics and for estimating the posterior probability of the most likely model via a secondary random forest.
Item Type: | Book Item | ||||
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Subjects: | Q Science > QA Mathematics | ||||
Divisions: | Faculty of Science, Engineering and Medicine > Science > Statistics | ||||
Library of Congress Subject Headings (LCSH): | Bayesian statistical decision theory | ||||
Series Name: | Handbooks of Modern Statistical Methods | ||||
Publisher: | Chapman and Hall/CRC | ||||
Place of Publication: | Boca Raton, Florida | ||||
ISBN: | 9781439881507 | ||||
Book Title: | Handbook of Approximate Bayesian Computation | ||||
Editor: | Sisson, Scott A. and Fan, Yanan and Beaumont, Mark | ||||
Official Date: | 10 August 2018 | ||||
Dates: |
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Number of Pages: | 662 | ||||
Page Range: | pp. 1-21 | ||||
Status: | Peer Reviewed | ||||
Publication Status: | Published | ||||
Reuse Statement (publisher, data, author rights): | "This is an Accepted Manuscript of a book chapter published by Routledge/CRC Press inHandbook of Approximate Bayesian Computation on 10/08/2018, available online: "http://www.crcpress.com/9781439881507 | ||||
Date of first compliant deposit: | 3 September 2018 | ||||
Date of first compliant Open Access: | 10 August 2019 | ||||
Related URLs: | |||||
Open Access Version: |
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