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Bayesian Mediation Analysis Using R

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Bayesian Mediation Analysis Using R Synopsis

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.

About This Edition

ISBN: 9781032287508
Publication date: 4th July 2024
Author: Atanu Bhattacharjee
Publisher: Chapman & Hall/CRC an imprint of CRC Press
Format: Hardback
Pagination: 154 pages
Genres: Mathematical modelling
Mathematical theory of computation
Information technology: general topics