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Product of spacing estimation of entropy for inverse Weibull distribution under progressive type-II censored data with applications.

Authors :
Okasha, Hassan
Nassar, Mazen
Source :
Journal of Taibah University for Science; Jan-Dec2022, Vol. 16 Issue 1, p259-269, 11p
Publication Year :
2022

Abstract

This paper seeks to estimate the entropy for the inverse Weibull distribution using progressively Type-II censored data. To reach this objective, the entropy is defined through three entropy measures, namely, Rényi, q-entropy and Shannon entropy, and two estimation methods are used to estimate them. The first approach to estimate these quantities is the method of maximum likelihood. Furthermore, and for the first time, we consider the method of maximum product of spacing to estimate the mentioned entropy measures. Also, a simulation study is carried out and two real data sets are analysed. The numerical outcomes showed that the maximum likelihood provides good point estimates while the interval estimates based on the maximum product of spacing method have the shortest confidence interval lengths. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
16583655
Volume :
16
Issue :
1
Database :
Complementary Index
Journal :
Journal of Taibah University for Science
Publication Type :
Academic Journal
Accession number :
161310555
Full Text :
https://doi.org/10.1080/16583655.2022.2046945