Bayesian Mediation Analysis using R

ISBN-13: 9781032287508 / Angielski

Atanu Bhattacharjee

Opis

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, and more. 

Spis treści

1. Mediation Analysis. 2. Bayesian Mediation Analysis. 3. Parametric Survival Analysis. 4. Competing Risk Modelling. 5. Accelerated Failure Time Modelling. 6. Longitudinal Modelling. 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. 

O autorze

Dr. Atanu Bhattacharjee is a medical statistician the University of Leicester. He is an expert in the field of medical statistics, with a focus on survival analysis, competing risks, and high-dimensional data.
Dr. Bhattacharjee’s research interests include the development of new statistical methods for the analysis of time-to-event data, with a focus on the analysis of competing risks and high-dimensional data. He has published several research papers and articles in leading statistical journals on these topics.
Dr. Bhattacharjee has also contributed to the development of R package, which can be used to perform competing risks analysis and high-dimensional data analysis respectively.