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Book Cover
E-book
Author Houwelingen, J. C. van

Title Dynamic prediction in clinical survival analysis / Hans van Houwelingen, Hein Putter
Published Boca Raton : CRC Press, ©2012

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Description 1 online resource (xvi, 234 pages) : illustrations
Series Monographs on statistics and applied probability ; 123
Monographs on statistics and applied probability (Series) ; 123.
Contents The special nature of survival data -- Cox regression model -- Measuring the predictive value of a Cox model -- Calibration and revision of Cox models -- Mechanisms explaining violation of the Cox model -- Non-proportional hazards models -- Dealing with non-proportional hazards -- Dynamic predictions using biomarkers -- Dynamic prediction in multi-state models -- Dynamic prediction in chronic disease -- Penalized Cox models -- Dynamic prediction based on genomic data
Summary "In the last twenty years, dynamic prediction models have been extensively used to monitor patient prognosis in survival analysis. Written by one of the pioneers in the area, this book synthesizes these developments in a unified framework. It covers a range of models, including prognostic and dynamic prediction of survival using genomic data and time-dependent information. The text includes numerous examples using real data that is taken from the authors collaborative research. R programs are provided for implementing the methods"--Provided by publisher
Bibliography Includes bibliographical references and index
Notes English
Print version record
Subject Proportional hazards models.
Survival analysis (Biometry)
Proportional Hazards Models
Survival Analysis
MEDICAL -- Chemotherapy.
Proportional hazards models
Survival analysis (Biometry)
Form Electronic book
Author Putter, Hein
LC no. 2011039592
ISBN 9781439835432
1439835438
0429094337
9780429094330
1280121904
9781280121906
9786613525765
6613525766