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.
Atanu Bhattacharjee
Bayesian Mediation Analysis using R [PDF ebook]
Bayesian Mediation Analysis using R [PDF ebook]
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Lingua Inglese ● Formato PDF ● Pagine 168 ● ISBN 9781040009437 ● Casa editrice CRC Press ● Pubblicato 2024 ● Scaricabile 3 volte ● Moneta EUR ● ID 9461693 ● Protezione dalla copia Adobe DRM
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