Random clouds and an application to censoring in survival analysis
The theory of optional stopping is extended from stopping sets to general adapted random sets called 'clouds' and 'anti-clouds', and a stopping theorem is proven for set-indexed martingales. An application to set-indexed survival analysis is given when the data points are indexed by sets and censored very generally by clouds. This type of censoring corresponds to filtering of survival data on R+. A Nelson-Aalen estimator is defined, and shown to be consistent and asymptotically unbiased.
Year of publication: |
2004
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Authors: | Ivanoff, B.G.B. Gail ; Merzbach, Ely |
Published in: |
Stochastic Processes and their Applications. - Elsevier, ISSN 0304-4149. - Vol. 111.2004, 2, p. 259-279
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Publisher: |
Elsevier |
Keywords: | Censoring Adapted random set Cloud Set-indexed martingale Hazard function Survival analysis Estimator |
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