Event history graphs for censored survival data
- 5 September 2001
- journal article
- research article
- Published by Wiley in Statistics in Medicine
- Vol. 20 (19) , 2951-2964
- https://doi.org/10.1002/sim.888
Abstract
A compact graphical device for combining survival and time‐varying covariate information is proposed. The proposed graph contains the Kaplan–Meier estimator for right‐censored data and a simultaneous display of the behaviour of time‐dependent covariate(s) and the lifetime for each subject in the sample. The observed levels of time‐dependent covariates are possibly subjected to an initial dimension reduction or smoothing step to produce a continuous covariate function. Values of this function are plotted on a horizontal bar for the length of the lifetime of the subject. Covariate information for censored data is also incorporated. The union of the horizontal bars forms the Kaplan–Meier estimator of the survival function. Our graphical method is implemented with a new S‐plus function and demonstrated in several applications. Copyright © 2001 John Wiley & Sons, Ltd.Keywords
Funding Information
- National Science Foundation (DMS-9971602, DMS-9803627)
This publication has 13 references indexed in Scilit:
- A simple graphical technique for displaying individual fertility data and cohort survival: case study of 1000 Mediterranean Fruit Fly femalesFunctional Ecology, 1998
- Statistical Models Based on Counting ProcessesPublished by Springer Nature ,1993
- Generalized Linear ModelsPublished by Springer Nature ,1989
- Updating Prognosis and Therapeutic Effect Evaluation in Cirrhosis with Cox's Multiple Regression Model for Time-Dependent VariablesScandinavian Journal of Gastroenterology, 1986
- A Therapeutic Index That Predicts the Individual Effects of Prednisone in Patients With CirrhosisGastroenterology, 1985
- Prognostic Factors in Cirrhosis Identified by Cox's Regression ModelHepatology, 1983
- Covariance Analysis of Heart Transplant Survival DataJournal of the American Statistical Association, 1977
- Regression Models and Life-TablesJournal of the Royal Statistical Society Series B: Statistical Methodology, 1972
- Cardiac Transplantation in ManAnnals of Internal Medicine, 1971
- Nonparametric Estimation from Incomplete ObservationsJournal of the American Statistical Association, 1958