Search Results

Survival Analysis with Correlated Endpoints

Download or Read eBook Survival Analysis with Correlated Endpoints PDF written by Takeshi Emura and published by Springer. This book was released on 2019-03-25 with total page 126 pages. Available in PDF, EPUB and Kindle.
Survival Analysis with Correlated Endpoints
Author :
Publisher : Springer
Total Pages : 126
Release :
ISBN-10 : 9789811335167
ISBN-13 : 9811335168
Rating : 4/5 (67 Downloads)

Book Synopsis Survival Analysis with Correlated Endpoints by : Takeshi Emura

Book excerpt: This book introduces readers to advanced statistical methods for analyzing survival data involving correlated endpoints. In particular, it describes statistical methods for applying Cox regression to two correlated endpoints by accounting for dependence between the endpoints with the aid of copulas. The practical advantages of employing copula-based models in medical research are explained on the basis of case studies. In addition, the book focuses on clustered survival data, especially data arising from meta-analysis and multicenter analysis. Consequently, the statistical approaches presented here employ a frailty term for heterogeneity modeling. This brings the joint frailty-copula model, which incorporates a frailty term and a copula, into a statistical model. The book also discusses advanced techniques for dealing with high-dimensional gene expressions and developing personalized dynamic prediction tools under the joint frailty-copula model. To help readers apply the statistical methods to real-world data, the book provides case studies using the authors’ original R software package (freely available in CRAN). The emphasis is on clinical survival data, involving time-to-tumor progression and overall survival, collected on cancer patients. Hence, the book offers an essential reference guide for medical statisticians and provides researchers with advanced, innovative statistical tools. The book also provides a concise introduction to basic multivariate survival models.


Survival Analysis with Correlated Endpoints Related Books

Survival Analysis with Correlated Endpoints
Language: en
Pages: 126
Authors: Takeshi Emura
Categories: Medical
Type: BOOK - Published: 2019-03-25 - Publisher: Springer

DOWNLOAD EBOOK

This book introduces readers to advanced statistical methods for analyzing survival data involving correlated endpoints. In particular, it describes statistical
The Evaluation of Surrogate Endpoints
Language: en
Pages: 440
Authors: Geert Molenberghs
Categories: Mathematics
Type: BOOK - Published: 2005-02-28 - Publisher: Springer Science & Business Media

DOWNLOAD EBOOK

Covers the latest research on a sensitive and controversial topic in a professional and well researched manner. Provides practical outlook as well as model guid
An Introduction to Survival Analysis Using Stata, Second Edition
Language: en
Pages: 398
Authors: Mario Cleves
Categories: Computers
Type: BOOK - Published: 2008-05-15 - Publisher: Stata Press

DOWNLOAD EBOOK

"[This book] provides new researchers with the foundation for understanding the various approaches for analyzing time-to-event data. This book serves not only a
Survival Analysis with Correlated Endpoints
Language: en
Pages: 118
Authors: Takeshi Emura
Categories: Electronic books
Type: BOOK - Published: 2019 - Publisher:

DOWNLOAD EBOOK

This book introduces readers to advanced statistical methods for analyzing survival data involving correlated endpoints. In particular, it describes statistical
Modeling Survival Data: Extending the Cox Model
Language: en
Pages: 356
Authors: Terry M. Therneau
Categories: Mathematics
Type: BOOK - Published: 2013-11-11 - Publisher: Springer Science & Business Media

DOWNLOAD EBOOK

This book is for statistical practitioners, particularly those who design and analyze studies for survival and event history data. Building on recent developmen
Scroll to top