Bayesian Mediation Analysis using R

Bayesian Mediation Analysis using R

Atanu Bhattacharjee

E-kniha

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O titulu

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.

Podrobnosti

Nakladatel
CRC Press
Jazyk
EN
Formát
EPUB
Vydáno
ISBN
9781040009482
Ochrana souboru
Vodoznak — otevře se v každé čtečce, bez dalšího účtu