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Joint Models for Longitudinal and Time-to-Event Data
With Applications in R
Buch von Dimitris Rizopoulos
Sprache: Englisch

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Beschreibung

Longitudinal studies often investigate how a marker that is repeatedly measured in time is associated with a time to an event of interest. An example is prostate cancer studies where longitudinal PSA level measurements are collected in conjunction with the time-to-recurrence. This book provides a full treatment of joint models for longitudinal and time-to-event data. The content is explanatory rather than mathematically rigorous and emphasizes applications. All illustrations put forward are available in the R programming language via the freely available package JM written by the author.

Longitudinal studies often investigate how a marker that is repeatedly measured in time is associated with a time to an event of interest. An example is prostate cancer studies where longitudinal PSA level measurements are collected in conjunction with the time-to-recurrence. This book provides a full treatment of joint models for longitudinal and time-to-event data. The content is explanatory rather than mathematically rigorous and emphasizes applications. All illustrations put forward are available in the R programming language via the freely available package JM written by the author.

Über den Autor

Dimitris Rizopoulos is an Assistant Professor at the Department of Biostatistics of the Erasmus University Medical Center in the Netherlands. Dr. Rizopoulos received his M.Sc. in Statistics in 2003 from the Athens University of Economics and Business, and a Ph.D. in Biostatistics in 2008 from the Katholieke Universiteit Leuven.

Dr. Rizopoulos wrote his dissertation, as well as a number of methodological articles on various aspects of joint models for longitudinal and time-to-event data. He currently serves as an Associate Editor for Biometrics and Biostatistics, and has been a guest editor for a special issue in joint modeling techniques in Statistical Methods in Medical Research.

Inhaltsverzeichnis

Introduction. Analysis of Longitudinal Data. Analysis of Time-to-Event Data. Joint Models for Longitudinal and Time-to-Event Data. Extensions of the Standard Joint Model. Diagnostics. Survival Probabilities and Prospective Accuracy Measures.

Details
Erscheinungsjahr: 2012
Fachbereich: Allgemeine Lexika
Genre: Medizin
Rubrik: Wissenschaften
Medium: Buch
Seiten: 278
Inhalt: Einband - fest (Hardcover)
ISBN-13: 9781439872864
ISBN-10: 1439872864
Sprache: Englisch
Einband: Gebunden
Autor: Rizopoulos, Dimitris
Hersteller: Taylor & Francis Inc
Maße: 239 x 164 x 25 mm
Von/Mit: Dimitris Rizopoulos
Erscheinungsdatum: 22.06.2012
Gewicht: 0,539 kg
preigu-id: 121157696
Über den Autor

Dimitris Rizopoulos is an Assistant Professor at the Department of Biostatistics of the Erasmus University Medical Center in the Netherlands. Dr. Rizopoulos received his M.Sc. in Statistics in 2003 from the Athens University of Economics and Business, and a Ph.D. in Biostatistics in 2008 from the Katholieke Universiteit Leuven.

Dr. Rizopoulos wrote his dissertation, as well as a number of methodological articles on various aspects of joint models for longitudinal and time-to-event data. He currently serves as an Associate Editor for Biometrics and Biostatistics, and has been a guest editor for a special issue in joint modeling techniques in Statistical Methods in Medical Research.

Inhaltsverzeichnis

Introduction. Analysis of Longitudinal Data. Analysis of Time-to-Event Data. Joint Models for Longitudinal and Time-to-Event Data. Extensions of the Standard Joint Model. Diagnostics. Survival Probabilities and Prospective Accuracy Measures.

Details
Erscheinungsjahr: 2012
Fachbereich: Allgemeine Lexika
Genre: Medizin
Rubrik: Wissenschaften
Medium: Buch
Seiten: 278
Inhalt: Einband - fest (Hardcover)
ISBN-13: 9781439872864
ISBN-10: 1439872864
Sprache: Englisch
Einband: Gebunden
Autor: Rizopoulos, Dimitris
Hersteller: Taylor & Francis Inc
Maße: 239 x 164 x 25 mm
Von/Mit: Dimitris Rizopoulos
Erscheinungsdatum: 22.06.2012
Gewicht: 0,539 kg
preigu-id: 121157696
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