Back to Search Start Over

Testing against ordered alternatives in one-way ANOVA model with exponential errors.

Authors :
Mondal, Anjana
Pauly, Markus
Kumar, Somesh
Source :
Annals of the Institute of Statistical Mathematics. Aug2024, Vol. 76 Issue 4, p649-678. 30p.
Publication Year :
2024

Abstract

In this paper, a one-way heteroscedastic ANOVA model is considered with exponentially distributed errors. The likelihood ratio test (LRT) and two multiple comparison tests are developed for testing against ordered alternatives. A parametric bootstrap (PB) approach is proposed for implementation of tests and its asymptotic accuracy is proved. An extensive simulation study shows that all the proposed tests are accurate in terms of achieving the nominal size value, even for small samples. The proposed simultaneous confidence intervals are also seen to maintain the preassigned coverage probability. The powers of these tests are compared with a recently proposed test, which is quite conservative. Finally, the proposed tests are illustrated with the help of three data sets related to medical studies. We have developed an 'R' package for implementing our test procedures and shared it on the open platform 'GitHub.' [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
00203157
Volume :
76
Issue :
4
Database :
Academic Search Index
Journal :
Annals of the Institute of Statistical Mathematics
Publication Type :
Academic Journal
Accession number :
178029330
Full Text :
https://doi.org/10.1007/s10463-024-00897-7