Data Analysis with Competing Risks and Intermediate States - Brossura

Libro 54 di 151: Chapman & Hall/CRC Biostatistics

Geskus, Ronald B.

 
9780367738051: Data Analysis with Competing Risks and Intermediate States
Brossura
ISBN 10: 0367738058 ISBN 13: 9780367738051
Casa editrice: Routledge, 2020

Sinossi

Data Analysis with Competing Risks and Intermediate States explains when and how to use models and techniques for the analysis of competing risks and intermediate states. It covers the most recent insights on estimation techniques and discusses in detail how to interpret the obtained results.

After introducing example studies from the biomedical and epidemiological fields, the book formally defines the concepts that play a role in analyses with competing risks and intermediate states. It addresses nonparametric estimation of the relevant quantities. The book then shows how to use a stacked data set that offers great flexibility in the modeling of covariable effects on the transition rates between states. It also describes three ways to quantify effects on the cumulative scale.

Each chapter includes standard exercises that reflect on the concepts presented, a section on software that explains options in SAS and Stata and the functionality in the R program, and computer practicals that allow readers to practice with the techniques using an existing data set of bone marrow transplant patients. The book’s website provides the R code for the computer practicals along with other material.

For researchers with some experience in the analysis of standard time-to-event data, this practical and thorough treatment extends their knowledge and skills to the competing risks and multi-state settings. Researchers from other fields can also easily translate individuals and diseases to units and phenomena from their own areas.

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Informazioni sull?autore

Ronald B. Geskus is an associate professor at the Academic Medical Center in Amsterdam. He received a Ph.D. in mathematics from the Delft Technical University. His main research interests include competing risks and multi-state models, prediction of events based on time-updated marker values, and causal inference.

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Editore
Routledge
Data di pubblicazione
2020
Lingua
Inglese
ISBN 10 
0367738058
ISBN 13 
9780367738051
Rilegatura
Copertina flessibile
Numero edizione
1
Numero di pagine
280
Contatto del produttore
non disponibile
Persona responsabile
non disponibile

Altre edizioni note dello stesso titolo

9781466570351: Data Analysis with Competing Risks and Intermediate States

Edizione in evidenza

ISBN 10:  1466570350 ISBN 13:  9781466570351
Casa editrice: Routledge, 2015
Rilegato