Handbook of Bayesian Variable Selection

Language: English

Published by Chapman And Hall/CRC Jan 2024, 2024

0367543788 / 9780367543785

Series: Book 27 of 27 - Chapman & Hall/CRC Handbooks of Modern Statistical Methods

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Seller: BuchWeltWeit Ludwig Meier e.K., Bergisch Gladbach, GermanyBuchWeltWeit Ludwig Meier e.K.

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This item is printed on demand - it takes 3-4 days longer - Neuware -Bayesian variable selection has experienced substantial developments over the past 30 years with the proliferation of large data sets. Identifying relevant variables to include in a model allows simpler interpretation, avoids overfitting and multicollinearity, and can provide insights into the mechanisms underlying an observed phenomenon. Variable selection is especially important when the number of potential predictors is substantially larger than the sample size and sparsity can reasonably be assumed.The Handbook of Bayesian Variable Selection provides a comprehensive review of theoretical, methodological and computational aspects of Bayesian methods for variable selection. The topics covered include spike-and-slab priors, continuous shrinkage priors, Bayes factors, Bayesian model averaging, partitioning methods, as well as variable selection in decision trees and edge selection in graphical models. The handbook targets graduate students and established researchers who seek to understand the latest developments in the field. It also provides a valuable reference for all interested in applying existing methods and/or pursuing methodological extensions.Features: Provides a comprehensive review of methods and applications of Bayesian variable selection. Divided into four parts: Spike-and-Slab Priors; Continuous Shrinkage Priors; Extensions to various Modeling; Other Approaches to Bayesian Variable Selection. Covers theoretical and methodological aspects, as well as worked out examples with R code provided in the online supplement. Includes contributions by experts in the field. Supported by a website with code, data, and other supplementary material 492 pp. Englisch.…

Seller Inventory # 9780367543785

Title
Handbook of Bayesian Variable Selection
Author
Marina Vannucci
Publisher
Chapman And Hall/CRC Jan 2024
Publication year
2024
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
0367543788
ISBN 13
9780367543785
Item weight
916 grams
Dimensions
254x178x26 mm
Series
Book 27 of 27: Chapman & Hall/CRC Handbooks of Modern Statistical Methods

BuchWeltWeit Ludwig Meier e.K.

Bergisch Gladbach, Germany

5-star seller

AbeBooks seller since January 11, 2012

Shipping rates from Germany to U.S.A.

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BuchWeltWeit Ludwig Meier e.K.

Germany