A stable sequential multiple test for Koopman-Darmois family

被引:0
|
作者
Chen, Shuaiyu [1 ]
Li, Yan [1 ]
Pu, Xiaolong [1 ]
Xiang, Dongdong [1 ]
机构
[1] East China Normal Univ, Sch Stat, Key Lab Adv Theory & Applicat Stat & Data Sci, MOE, Shanghai, Peoples R China
基金
中国国家自然科学基金;
关键词
Asymptotic optimality; Familywise error; Multiple testing; Sequential analysis; ASYMPTOTIC OPTIMALITY THEORY;
D O I
10.1016/j.jspi.2023.01.006
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
Assuming that data are collected sequentially from multiple streams whose density func-tions belong to the Koopman-Darmois family, we implement simultaneous testing on multiple hypotheses with respect to parameters. To stabilize the expected sample sizes (ESSs) at all possible values of the true parameters, we intersect individual 2-SPRT plans and propose reasonable thresholds to balance stopping rules among streams. Under two types of constrained familywise error probabilities, we prove that our method has bounded maximum expected sample sizes (MESSs) and achieves asymptotic optimality in the sense of minimizing MESSs. Simulation results demonstrate the stability of our method, in the sense of achieving smaller MESSs than those of the baseline methods. We further apply our method to a real data set.(c) 2023 Elsevier B.V. All rights reserved.
引用
收藏
页码:39 / 62
页数:24
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