Aspects of the analysis of multivariative failure time data
Prentice, R. L.
Kalbfleisch, John D.

Date: 2003
Abstract: Multivariate failure time data arise in various forms including recurrent event data when individuals are followed to observe the sequence of occurrences of a certain type of event; correlated failure time when an individual is followed for the occurrence of two or more types of events for which the individual is simultaneously at risk, or when distinct individuals have dependent event times; or more complicated multistate processes when individuals may move among a number of discrete states over the course of a follow-up study and the states and associated sojourn times are recorded. Here we provide a critical review of statistical models and data analysis methods for the analysis of recurrent event data and correlated failure time data. This review suggests a valuable role for partially marginalized intensity models for the analysis of recurrent event data, and points to the usefulness of marginal hazard rate models and nonparametric estimates of pairwise dependencies for the analysis of correlated failure times. Areas in need of further methodology development are indicated.
Rights: Aquest document està subjecte a una llicència d'ús Creative Commons. Es permet la reproducció total o parcial i la comunicació pública de l'obra, sempre que no sigui amb finalitats comercials, i sempre que es reconegui l'autoria de l'obra original. No es permet la creació d'obres derivades. Creative Commons
Language: Anglès
Document: Article ; recerca ; Versió publicada
Subject: Correlated failure times ; Independent censoring ; Marginal models ; Survivor function ; Estimation ; Recurrent events
Published in: SORT : statistics and operations research transactions, Vol. 27, Núm. 1 (January-June 2003) , p. 65-78, ISSN 2013-8830

Adreça alternativa: https://raco.cat/index.php/SORT/article/view/28847


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Articles > Research articles

 Record created 2012-07-18, last modified 2022-02-13



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