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Asymptotic expected sensitivity function and its applications to measures of monotone association.

Authors :
Zhang, Qingyang
Source :
Annals of the Institute of Statistical Mathematics. Oct2024, Vol. 76 Issue 5, p877-896. 20p.
Publication Year :
2024

Abstract

We introduce a new type of influence function, the asymptotic expected sensitivity function, which is often equivalent to but mathematically more tractable than the traditional one based on the Gâteaux derivative. To illustrate, we study the robustness of some important measures of association, including Spearman's rank correlation and Kendall's concordance measure, and the recently developed Chatterjee's correlation. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
00203157
Volume :
76
Issue :
5
Database :
Academic Search Index
Journal :
Annals of the Institute of Statistical Mathematics
Publication Type :
Academic Journal
Accession number :
179740071
Full Text :
https://doi.org/10.1007/s10463-024-00910-z