The Extended Half-Skew Normal Distribution

Santoro K.I.; Gómez, HJ; Gallardo D.; Barranco-Chamorro I.; Gomez H.W.

Keywords: maximum likelihood, lifetime distributions, skew-symmetric distributions

Abstract

A new class of densities for modelling non-negative data, which is based on the skew-symmetric family of distributions proposed by Azzalini is introduced.We focus on the model generated by the skew-normal distribution, called Extended Half Skew-Normal distribution. Its relevant properties are studied. These are pdf, cdf, moments, mgf, and stochastic representation. The parameters are estimated by moment and maximum likelihood methods. A simulation study to assess the performance of the maximum likelihood estimators in finite samples was carried out. Two real applications are included, in which the EHSN provides a better fit than other proposals in the literature.

Más información

Título según WOS: The Extended Half-Skew Normal Distribution
Título según SCOPUS: The Extended Half-Skew Normal Distribution
Título de la Revista: MATHEMATICS
Volumen: 10
Número: 20
Editorial: MDPI
Fecha de publicación: 2022
Idioma: English
DOI:

10.3390/math10203740

Notas: ISI, SCOPUS