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Fundamentals of Nonparametric Bayesian Inference Ghosal van der Vaart Hardback

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Item specifics

Condition
Brand New: A new, unread, unused book in perfect condition with no missing or damaged pages. See all condition definitionsopens in a new window or tab
BIC Subject Area 1
Probability & statistics [PBT]
BIC Subject Area 2
Economic statistics [KCHS]
ISBN
9780521878265
Publication Year
2017
Type
Textbook
Format
Hardcover
Language
English
Publication Name
Fundamentals of Nonparametric Bayesian Inference
Item Height
260mm
Author
Subhashis Ghosal, Aad Van Der Vaart
Publisher
Cambridge University Press
Item Width
182mm
Subject
Mathematics
Item Weight
1360g
Number of Pages
670 Pages

About this product

Product Information

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.

Product Identifiers

Publisher
Cambridge University Press
ISBN-13
9780521878265
eBay Product ID (ePID)
233862792

Product Key Features

Author
Subhashis Ghosal, Aad Van Der Vaart
Publication Name
Fundamentals of Nonparametric Bayesian Inference
Format
Hardcover
Language
English
Subject
Mathematics
Publication Year
2017
Type
Textbook
Number of Pages
670 Pages

Dimensions

Item Height
260mm
Item Width
182mm
Item Weight
1360g

Additional Product Features

Title_Author
Subhashis Ghosal, Aad Van Der Vaart
Series Title
Cambridge Series in Statistical and Probabilistic Mathematics
Country/Region of Manufacture
United Kingdom

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Value Added Tax Number:
  • GB 428215114