Sampling in survival analysis and estimation with unknown selection bias and censoring

被引:0
|
作者
Guilloux, Agathe [1 ]
机构
[1] Univ Paris 06, LSTA, F-75013 Paris, France
关键词
Lexis diagram; nonparametric inference; right-censored data; selection-bias; weighting or biasing function;
D O I
10.1007/978-0-8176-4619-6_16
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In a population of individuals, where the random variable (r.v.) sigma denotes the birth time and X the lifetime, we consider that an individual can be observed only if its life-line L(sigma, X) = {(sigma + y, y), 0 <= y <= X} intersects a general Borel set S in R x R+. Denoting by sigma(S) and X-S the birth time and lifetime for the observed individuals, we point out that the distribution function (d.f.) F-S of the r.v. X-S suffers from a selection bias in the sense that F-S = integral wdF/mu(S), where w and mu(S) depend only on the distribution of sigma and F is the d.f. of X. Considering in addition that the r.v. X-S is randomly right-censored, as soon as the individual is selected, we construct a product-limit estimator (F) over cap (S) for the d.f. F-S and a nonparametric estimator (w) over cap for the weighting function w. We investigate the behavior of these estimators through a simulation study.
引用
收藏
页码:213 / 224
页数:12
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