Bayesian mediation analysis using R /
"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 analy...
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| Format: | eBook |
| Language: | English |
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Boca Raton, FL :
CRC Press,
2024.
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| Edition: | First edition. |
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| Online Access: | Connect to the full text of this electronic book |
| Summary: | "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"-- |
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| Physical Description: | 1 online resource (xiii, 154 pages) : illustrations |
| Bibliography: | Includes bibliographical references and index. |
| ISBN: | 9781032287522 1032287527 9781003298373 1003298370 9781040009437 1040009433 9781040009482 1040009484 |