
- 168 pages
- English
- ePUB (mobile friendly)
- Available on iOS & Android
Bayesian Mediation Analysis using R
About this book
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.
Frequently asked questions
- Essential is ideal for learners and professionals who enjoy exploring a wide range of subjects. Access the Essential Library with 800,000+ trusted titles and best-sellers across business, personal growth, and the humanities. Includes unlimited reading time and Standard Read Aloud voice.
- Complete: Perfect for advanced learners and researchers needing full, unrestricted access. Unlock 1.4M+ books across hundreds of subjects, including academic and specialized titles. The Complete Plan also includes advanced features like Premium Read Aloud and Research Assistant.
Please note we cannot support devices running on iOS 13 and Android 7 or earlier. Learn more about using the app.
Information
Table of contents
- Cover Page
- Half-Title Page
- Title Page
- Copyright Page
- Dedication Page
- Contents
- Preface
- Author
- 1 Mediation Analysis
- 2 Bayesian Mediation Analysis
- 3 Parametric Survival Analysis
- 4 Competing Risk Modeling
- 5 Accelerated Failure Time Modeling
- 6 Longitudinal Modeling
- 7 High Dimensional Data Analysis
- 8 Bayesian Survival Mediation Data Analysis
- 9 Bayesian Accelerated Failure Time Mediation Data Analysis
- 10 Bayesian Competing Risk Mediation Data Analysis
- Bibliography
- Index