Random censoring in set-indexed survival analysis

Citation
Ivanoff, B. Gail et Merzbach, Ely, Random censoring in set-indexed survival analysis, Annals of applied probability , 12(3), 2002, pp. 944-971
ISSN journal
10505164
Volume
12
Issue
3
Year of publication
2002
Pages
944 - 971
Database
ACNP
SICI code
Abstract
Using the theory of set-indexed martingales, we develop a general model for survival analysis with censored data which is parameterized by sets instead of time points. We define a set-indexed Nelson--Aalen estimator for the integrated hazard function with the presence of a censoring by a random set which is a stopping set. We prove that this estimator is asymptotically unbiased and consistent. A central limit theorem is given. This model can be applied to cases when censoring occurs in geometrical objects or patterns, and is a generalization of models with multidimensional failure times.