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A two sample nonparametric test for variability via empirical likelihood methods.

Authors :
Parveen, Lisa
Khan, Ruhul Ali
Mitra, Murari
Source :
Statistical Papers; Sep2024, Vol. 65 Issue 7, p4243-4265, 23p
Publication Year :
2024

Abstract

Comparison of variability or dispersion of two distributions is the major focus of this work. To this end, we consider a two sample testing problem for detecting dominance in dispersive order and develop a test based on U-statistic approach. We also explore a link between the two measures of variability, viz. dispersive order and Gini's mean difference (GMD). We exploit methodologies based on jackknife empirical likelihood (JEL) and adjusted JEL in order to overcome certain practical difficulties. The performance of the proposed test is assessed by means of a simulation study. Finally, we apply our test in the context of several real life situations including medical studies and insurance data. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
09325026
Volume :
65
Issue :
7
Database :
Complementary Index
Journal :
Statistical Papers
Publication Type :
Academic Journal
Accession number :
179771303
Full Text :
https://doi.org/10.1007/s00362-024-01555-z