Fundamentals of Nonparametric Bayesian Inference

Language: English

Published by Cambridge University Press, 2017

0521878268 / 9780521878265

Series: Book 49 of 64 - Cambridge Series in Statistical and Probabilistic Mathematics

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Seller: AHA-BUCH GmbH, Einbeck, GermanyAHA-BUCH GmbH

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Druck auf Anfrage Neuware - Printed after ordering - Explosive growth in computing power has made Bayesian methods for infinite-dimensional models - Bayesian nonparametrics - a nearly universal framework for inference, finding practical use in numerous subject areas. Written by leading researchers, this authoritative text draws on theoretical advances of the past twenty years to synthesize all aspects of Bayesian nonparametrics, from prior construction to computation and large sample behavior of posteriors. Because understanding the behavior of posteriors is critical to selecting priors that work, the large sample theory is developed systematically, illustrated by various examples of model and prior combinations. Precise sufficient conditions are given, with complete proofs, that ensure desirable posterior properties and behavior. Each chapter ends with historical notes and numerous exercises to deepen and consolidate the reader's understanding, making the book valuable for both graduate students and researchers in statistics and machine learning, as well as in application areas such as econometrics and biostatistics.…

Seller Inventory # 9780521878265

Title
Fundamentals of Nonparametric Bayesian Inference
Author
Aad van der Vaart
Publisher
Cambridge University Press
Publication year
2017
Condition
Neu
Binding
Buch
Language
English
ISBN 10
0521878268
ISBN 13
9780521878265
Item weight
1,438 grams
Dimensions
260x183x40 mm
Series
Book 49 of 64: Cambridge Series in Statistical and Probabilistic Mathematics

AHA-BUCH GmbH

Einbeck, Germany

5-star seller

AbeBooks seller since August 14, 2006

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