Asymptotics in randomized URN models

被引:67
|
作者
Bai, ZD [1 ]
Hu, FF
机构
[1] NE Normal Univ, Coll Math & Stat, Changchun, Peoples R China
[2] Natl Univ Singapore, Dept Stat & Appl Probabil, Singapore 117548, Singapore
[3] Univ Virginia, Dept Stat, Charlottesville, VA 22904 USA
来源
ANNALS OF APPLIED PROBABILITY | 2005年 / 15卷 / 1B期
关键词
asymptotic normality; extended Polya's urn models; generalized Friedman's urn model; martingale; nonhomogeneous generating matrix; response-adaptive designs; strong consistency;
D O I
10.1214/105051604000000774
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
This paper studies a very general urn model stimulated by designs in clinical trials, where the number of balls of different types added to the urn at trial n depends on a random outcome directed by the composition at trials 1, 2,..., n - 1. Patient treatments are allocated according to types of balls. We establish the strong consistency and asymptotic normality for both the urn composition and the patient allocation under general assumptions on random generating matrices which determine how balls are added to the urn. Also we obtain explicit forms of the asymptotic variance-covariance matrices of both the urn composition and the patient allocation. The conditions on the nonhomogencity of generating matrices are mild and widely satisfied in applications. Several applications are also discussed.
引用
收藏
页码:914 / 940
页数:27
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