Non parametric multivariate distribution estimation under right censoring

被引:0
|
作者
Nafii, Adil [1 ]
Bouezmarni, Taoufik [1 ]
Mesfioui, Mhamed [2 ]
机构
[1] Univ Sherbrooke, Dept Math, Sherbrooke, PQ, Canada
[2] Univ Quebec Trois Rivieres, Dept Math & Informat, Trois Rivieres, PQ, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Poisson distributions; joint distribution function; smooth non parametric estimation; right censoring; asymptotic properties; SMOOTH ESTIMATION; BERNSTEIN POLYNOMIALS; BIVARIATE;
D O I
10.1080/03610926.2023.2251624
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
A non parametric estimator of the joint distribution function of a positive bivariate random vector is introduced. The case where one of the two variables is subject to right censoring is considered. To construct the proposed estimator, Poisson distributions are used for smoothing the empirical estimator of Stute (1993). The strong uniform convergence is established. Also, by stating the asymptotic i.i.d. representation, the asymptotic bias, variance, and normality are deduced. The smooth estimator is applied for analyzing survival data from patients with advanced lung cancer.
引用
收藏
页码:6785 / 6798
页数:14
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