Statistical properties of an early stopping rule for resampling-based multiple testing

被引：18

作者：

Jiang, Hui ^{[1
]}

Salzman, Julia ^{[2
]}

机构：

[1] Univ Michigan, Dept Biostat, Ann Arbor, MI 48109 USA

[2] Stanford Univ, Dept Stat, Stanford, CA 94305 USA

来源：

BIOMETRIKA | 2012年 / 99卷 / 04期

基金：

美国国家卫生研究院; 美国国家科学基金会;

关键词：

Bootstrap; Early stopping; False discovery rate control; Multiple hypothesis testing; Resampling; FALSE DISCOVERY RATE; BONFERRONI PROCEDURE; BOOTSTRAP; INTERVALS; NUMBER;

D O I：

10.1093/biomet/ass051

中图分类号：

Q [生物科学];

学科分类号：

07 ; 0710 ; 09 ;

摘要：

Resampling-based methods for multiple hypothesis testing often lead to long run times when the number of tests is large. This paper presents a simple rule that substantially reduces computation by allowing resampling to terminate early on a subset of tests. We prove that the method has a low probability of obtaining a set of rejected hypotheses different from those rejected without early stopping, and obtain error bounds for multiple hypothesis testing. Simulation shows that our approach saves more computation than other available procedures.

引用

页码：973 / 980

页数：8

共 50 条

[41] An optimal multiple stopping rule-based cooperative downloading scheme in vehicular cyber-physical systems
Jing, Tao
Zeng, Cheng
Qian, Jin
Li, Zhen
Huo, Yan
INTERNATIONAL JOURNAL OF DISTRIBUTED SENSOR NETWORKS, 2017, 13 (03):
[42] Empirical Bayes and resampling based multiple testing procedure controlling tail probability of the proportion of false positives.
van der Laan, Mark J.
Birkner, Merrill D.
Hubbard, Alan E.
STATISTICAL APPLICATIONS IN GENETICS AND MOLECULAR BIOLOGY, 2005, 4
[43] Multiple Testing in Statistical Analysis of Systems-Based Information Retrieval Experiments
Carterette, Benjamin A.
ACM TRANSACTIONS ON INFORMATION SYSTEMS, 2012, 30 (01)
[44] Regional pooling in extreme event attribution studies: an approach based on multiple statistical testing
Leandra Zanger
Axel Bücher
Frank Kreienkamp
Philip Lorenz
Jordis S. Tradowsky
Extremes, 2024, 27 : 1 - 32
[45] Regional pooling in extreme event attribution studies: an approach based on multiple statistical testing
Zanger, Leandra
Buecher, Axel
Kreienkamp, Frank
Lorenz, Philip
Tradowsky, Jordis S.
EXTREMES, 2024, 27 (01) : 1 - 32
[46] Property-based Testing with FsCheck by Deriving Properties from Business Rule Models
Aichernig, Bernhard K.
Schumi, Richard
2016 IEEE NINTH INTERNATIONAL CONFERENCE ON SOFTWARE TESTING, VERIFICATION AND VALIDATION WORKSHOPS (ICSTW), 2016, : 219 - 228
[47] Early Clinical Trial Termination: Simulation-based Design of a Robust Stopping Rule Using Difference in Interventional Effect on Mortality
Chiew, Yeong Shiong
Shaw, Geoffrey M.
Docherty, Paul
Dickson, Jennifer
Pretty, Christopher
Chase, J. Geoffrey
2016 IEEE EMBS CONFERENCE ON BIOMEDICAL ENGINEERING AND SCIENCES (IECBES), 2016, : 484 - 489
[48] Applications and statistical properties of minimum significant difference-based criterion testing in a toxicity testing program
Wang, Q
Denton, DL
Shukla, R
ENVIRONMENTAL TOXICOLOGY AND CHEMISTRY, 2000, 19 (01) : 113 - 117
[49] Multimodal image/video fusion rule using generalized pixel significance based on statistical properties of the neighborhood
Parul Shah
T. V. Srikanth
Shabbir N. Merchant
Uday B. Desai
Signal, Image and Video Processing, 2014, 8 : 723 - 738
[50] Multimodal image/video fusion rule using generalized pixel significance based on statistical properties of the neighborhood
Shah, Parul
Srikanth, T. V.
Merchant, Shabbir N.
Desai, Uday B.
SIGNAL IMAGE AND VIDEO PROCESSING, 2014, 8 (04) : 723 - 738

← 1 2 3 4 5 →