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Bayesian mediation analysis using R /

紀錄類型:	書目-語言資料,印刷品 : Monograph/item
正題名/作者:	Bayesian mediation analysis using R /Atanu Bhattacharjee.
作者:	Bhattacharjee, Atanu
出版者:	Boca Raton :CRC Press,2024.
面頁冊數:	xiii, 154 p. :ill. ;25 cm.
標題:	Mediation (Statistics)
ISBN:	9781032287508 :

Bayesian mediation analysis using R /
Bhattacharjee, Atanu(Statistician),

Bayesian mediation analysis using R /Atanu Bhattacharjee. - 1st ed. - Boca Raton :CRC Press,2024. - xiii, 154 p. :ill. ;25 cm.

Includes bibliographical references and index.

"Delve into the realm of statistical methodology for mediation analysis with a Bayesian perspective in high dimensional data through this comprehensive guide. Focused on various forms of time-to-event data methodologies, this book helps readers master the application of Bayesian mediation analysis using R. Across ten chapters, this book explores concepts of mediation analysis, survival analysis, accelerated failure time modeling, longitudinal data analysis, and competing risk modeling. Each chapter progressively unravels intricate topics, from the foundations of Bayesian approaches to advanced techniques like variable selection, bivariate survival models, and Dirichlet process priors. With practical examples and step-by-step guidance, this book empowers readers to navigate the intricate landscape of high-dimensional data analysis, fostering a deep understanding of its applications and significance in diverse fields"--

ISBN: 9781032287508 :NT$4440

LCCN: 2023048313Subjects--Topical Terms:

390087
Mediation (Statistics)

LC Class. No.: QA278.2 / .B498 2024

Dewey Class. No.: 519.5/42

Bayesian mediation analysis using R /
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100 1 $a Bhattacharjee, Atanu $c (Statistician), $e author. $3 1011715
245 1 0 $a Bayesian mediation analysis using R / $c Atanu Bhattacharjee.
250 $a 1st ed.
260 $a Boca Raton : $b CRC Press, $c 2024.
300 $a xiii, 154 p. : $b ill. ; $c 25 cm.
504 $a Includes bibliographical references and index.
520 $a "Delve into the realm of statistical methodology for mediation analysis with a Bayesian perspective in high dimensional data through this comprehensive guide. Focused on various forms of time-to-event data methodologies, this book helps readers master the application of Bayesian mediation analysis using R. Across ten chapters, this book explores concepts of mediation analysis, survival analysis, accelerated failure time modeling, longitudinal data analysis, and competing risk modeling. Each chapter progressively unravels intricate topics, from the foundations of Bayesian approaches to advanced techniques like variable selection, bivariate survival models, and Dirichlet process priors. With practical examples and step-by-step guidance, this book empowers readers to navigate the intricate landscape of high-dimensional data analysis, fostering a deep understanding of its applications and significance in diverse fields"-- $c Provided by publisher.
650 0 $a Mediation (Statistics) $3 390087
650 0 $a Bayesian statistical decision theory. $3 182005
650 0 $a R (Computer program language) $3 210846