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Joint Models for Longitudinal and Time-to-Event Data
DOI link for Joint Models for Longitudinal and Time-to-Event Data
Joint Models for Longitudinal and Time-to-Event Data book
With Applications in R
Joint Models for Longitudinal and Time-to-Event Data
DOI link for Joint Models for Longitudinal and Time-to-Event Data
Joint Models for Longitudinal and Time-to-Event Data book
With Applications in R
ByDimitris Rizopoulos
Edition 1st Edition
First Published 2012
eBook Published 20 June 2012
Pub. Location New York
Imprint Chapman and Hall/CRC
Pages 275
eBook ISBN 9780429063381
Subjects Bioscience, Mathematics & Statistics
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Rizopoulos, D. (2012). Joint Models for Longitudinal and Time-to-Event Data: With Applications in R (1st ed.). Chapman and Hall/CRC. https://doi.org/10.1201/b12208
ABSTRACT
In longitudinal studies it is often of interest to investigate how a marker that is repeatedly measured in time is associated with a time to an event of interest, e.g., prostate cancer studies where longitudinal PSA level measurements are collected in conjunction with the time-to-recurrence. Joint Models for Longitudinal and Time-to-Event Data: Wit
TABLE OF CONTENTS
chapter 38|1 pages
39 51 68 82 90 93 148 173 200 242 269 290 Time (years)
chapter |2 pages
Time (months) Time (months)
chapter |1 pages
placebo prednisone Time (years)
chapter |10 pages
Event Time Event Time
chapter |6 pages
Subject 1 Subject 2 Time
chapter |42 pages
Time
chapter 0|11 pages
5 10 15 8642 864205 10 15
chapter |28 pages
SI RR Time (years)
chapter |13 pages
Patient−Specific Slopes
chapter |20 pages
Class 1 Class 2 Class 305 10 15 0 5 10 15 20 Time Time
chapter |2 pages
Residuals vs Fitted Normal Q−Q Marginal Survival Marginal Cumulative Hazard
Fitted Values Theoretical Quantiles
chapter |3 pages
Fitted Values
chapter |1 pages
Subject−Specific Fitted Values Longitudinal Outcome
chapter |1 pages
ddC ddI Subject−Specific Fitted Values Longitudinal Outcome
chapter |4 pages
Fitted Values Fitted Values
chapter |14 pages
Fitted Values
chapter 02468|7 pages
10
chapter 321002468|5 pages
10
chapter |1 pages
u = 1 u = 1.5u = 2 u = 3 u = 4 u = 5.5u = 6.5u = 7.9 u = 8.9u = 10.7 Predicted log serum bilirubin
jointFitBsp6.pbc jointFitBsp5.pbc jointFitBsp4.pbc jointFitBsp3.pbc jointFitBsp2.pbc
chapter |2 pages
u = 1 u = 1.5u = 2 u = 3 u = 4 u = 5.5u = 6.5u = 7.9 u = 8.9u = 10.7 Survival Probability
jointFitBsp6.pbc jointFitBsp5.pbc jointFitBsp4.pbc jointFitBsp3.pbc jointFitBsp2.pbc
chapter 1|13 pages
−Specificity
chapter |27 pages
Case 1 − Specificity
(Follow−up time(s): 0, 0.2, 1, 3, 4) ∆t = 1.0 ∆t = 2.0 ∆t = 4.0