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On Properties of the Bimodal Skew-Normal Distribution and an Application.

Authors :
Elal-Olivero, David
Olivares-Pacheco, Juan F.
Venegas, Osvaldo
Bolfarine, Heleno
Gómez, Héctor W.
Source :
Mathematics (2227-7390). May2020, Vol. 8 Issue 5, p703. 1p.
Publication Year :
2020

Abstract

The main object of this paper is to develop an alternative construction for the bimodal skew-normal distribution. The construction is based upon a study of the mixture of skew-normal distributions. We study some basic properties of this family, its stochastic representations and expressions for its moments. Parameters are estimated using the maximum likelihood estimation method. A simulation study is carried out to observe the performance of the maximum likelihood estimators. Finally, we compare the efficiency of the new distribution with other distributions in the literature using a real data set. The study shows that the proposed approach presents satisfactory results. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
22277390
Volume :
8
Issue :
5
Database :
Academic Search Index
Journal :
Mathematics (2227-7390)
Publication Type :
Academic Journal
Accession number :
143637701
Full Text :
https://doi.org/10.3390/math8050703