Scale Mixture of Maxwell-Boltzmann Distribution

Castillo, JS; Gaete, KP; Muñoz, HA; Gallardo D.I.; Bourguignon M.; Venegas O.; Gomez H.W.

Keywords: em algorithm, maximum likelihood, kurtosis, generalized gamma distribution, Maxwell-Boltzmann distribution

Abstract

This paper presents a new distribution, the product of the mixture between Maxwell-Boltzmann and a particular case of the generalized gamma distributions. The resulting distribution, called the Scale Mixture Maxwell-Boltzmann, presents greater kurtosis than the recently introduced slash Maxwell-Boltzmann distribution. We obtained closed-form expressions for its probability density and cumulative distribution functions. We studied some of its properties and moments, as well as its skewness and kurtosis coefficients. Parameters were estimated by the moments and maximum likelihood methods, via the Expectation-Maximization algorithm for the latter case. A simulation study was performed to illustrate the parameter recovery. The results of an application to a real data set indicate that the new model performs very well in the presence of outliers compared with other alternatives in the literature.

Más información

Título según WOS: Scale Mixture of Maxwell-Boltzmann Distribution
Título según SCOPUS: Scale Mixture of Maxwell-Boltzmann Distribution
Título de la Revista: Mathematics
Volumen: 11
Número: 3
Editorial: Multidisciplinary Digital Publishing Institute (MDPI)
Fecha de publicación: 2023
Idioma: English
DOI:

10.3390/math11030529

Notas: ISI, SCOPUS