Survival Analysis in Medicine and Genetics

Survival Analysis in Medicine and Genetics provides a comprehensive introduction to analyzing high-dimensional survival data, covering interval censoring, nonparametric and semiparametric hazard regression, multivariate survival data analysis, the sub-distribution method, the cure rate model, and Bayesian inference methods. It emphasizes the applications of survival analysis techniques in genetics and offers a statistical framework for research.

Format: Paperback / softback
Length: 382 pages
Publication date: 21 January 2023
Publisher: Taylor & Francis Ltd

Survival Analysis in Medicine and Genetics is a comprehensive guide that delves into the latest methods for analyzing high-dimensional survival data, drawing upon real-world datasets throughout. It offers a thorough exploration of recent statistical advancements in the fields of medicine and genetics, providing a comprehensive understanding of the subject matter.

The text primarily focuses on addressing the unique challenges posed by the survival model. After covering the foundational principles, it delves into various topics such as interval censoring, nonparametric and semiparametric hazard regression, multivariate survival data analysis, the sub-distribution method for competing risks data, the cure rate model, and Bayesian inference methods. The authors then shift their attention to time-dependent diagnostic medicine and high-dimensional genetic data analysis, showcasing the practical applications of these techniques through clinical examples.

By emphasizing the applications of survival analysis techniques in genetics, this book serves as a valuable resource for researchers in this field. It presents a statistical framework that fosters the growth of research and offers a set of established approaches for statistical analysis. Moreover, it uncovers a fresh perspective on how predictors are associated with censored survival time and extracts novel statistical genetic methods for censored survival time outcomes from the vast body of research findings in genomics.

Overall, Survival Analysis in Medicine and Genetics is an essential text for professionals, researchers, and students seeking to gain a deeper understanding of survival analysis and its applications in medicine and genetics. Its comprehensive coverage, practical examples, and insightful insights make it a valuable resource for anyone interested in this field.

Weight: 710g
Dimension: 234 x 156 (mm)
ISBN-13: 9781032477480