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Bayesian Mediation Analysis Using R
Hardcover
General MathematicsProbability & Statistics
ISBN13: 9781032287508
Publisher: CRC Press
Published: Jul 4 2024
Pages: 154
Weight: 0.92
Height: 0.44 Width: 6.14 Depth: 9.21
Language: English
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.
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