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EMPIRICAL LIKELIHOOD BASED TESTING FOR MULTIVARIATE REGULAR VARIATION

delete2025-02-01
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PRE
AI
J
J.H.J. Einmahl *
A
Andrea Krajina
J
Juan‐Juan Cai
DOI:10.1214/24-AOS2472delete
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摘要

摘要

En 中文
Multivariate regular variation is a common assumption in the statistics literature and needs to be verified in real-data applications. We develop a novel hypothesis test for multivariate regular variation, employing localized empirical likelihood. We establish the weak convergence of the test statistic to a nonstandard, distribution-free limit and hence can provide universal critical values for the test. We show the very good finite-sample behavior of the procedure through simulations and apply the test to several real-data examples.
Keyword:
phrases. Asymptotic theory
distribution-free
empirical likelihood
empirical process
multvariate tail
regular variation
tail index

期刊

Annals of Statistics 封面图
Annals of Statistics
IF:
3.7
论文数:
2.8K
被引数:
2.9W

机构

U
University of Gottingen
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2.5W
论文数: 2.1W
被引数: 36
V
Vrije Universiteit Amsterdam
学者数:
4.2W
论文数: 3.7W
被引数: 3.7W
T
tilburg university
学者数:
4.8K
论文数: 5.7K
被引数: 4
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