Literature DB >> 27677472

Nonparametric estimation of the multivariate survivor function: the multivariate Kaplan-Meier estimator.

Ross L Prentice1, Shanshan Zhao2.   

Abstract

The Dabrowska (Ann Stat 16:1475-1489, 1988) product integral representation of the multivariate survivor function is extended, leading to a nonparametric survivor function estimator for an arbitrary number of failure time variates that has a simple recursive formula for its calculation. Empirical process methods are used to sketch proofs for this estimator's strong consistency and weak convergence properties. Summary measures of pairwise and higher-order dependencies are also defined and nonparametrically estimated. Simulation evaluation is given for the special case of three failure time variates.

Entities:  

Keywords:  Censoring; Dabrowska estimator; Failure times; Kaplan–Meier estimator; Multivariate; Nonparametric; Product integral; Survivor function; Trivariate dependency

Mesh:

Year:  2016        PMID: 27677472      PMCID: PMC5373162          DOI: 10.1007/s10985-016-9383-y

Source DB:  PubMed          Journal:  Lifetime Data Anal        ISSN: 1380-7870            Impact factor:   1.588


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