Scale Mixture of Exponential Distribution with an Application

Author:

Barahona Jorge A.1,Gómez Yolanda M.2ORCID,Gómez-Déniz Emilio3ORCID,Venegas Osvaldo4ORCID,Gómez Héctor W.1ORCID

Affiliation:

1. Departamento de Estadística y Ciencias de Datos, Facultad de Ciencias Básicas, Universidad de Antofagasta, Antofagasta 1240000, Chile

2. Departamento de Estadística, Facultad de Ciencias, Universidad del Bío-Bío, Concepción 4081112, Chile

3. Department of Quantitative Methods in Economics and TIDES Institute, University of Las Palmas de Gran Canaria, 35017 Las Palmas de Gran Canaria, Spain

4. Departamento de Ciencias Matemáticas y Físicas, Facultad de Ingeniería, Universidad Católica de Temuco, Temuco 4780000, Chile

Abstract

This article presents an extended distribution that builds upon the exponential distribution. This extension is based on a scale mixture between the exponential and beta distributions. By utilizing this approach, we obtain a distribution that offers increased flexibility in terms of the kurtosis coefficient. We explore the general density, properties, moments, asymmetry, and kurtosis coefficients of this distribution. Statistical inference is performed using both the moments and maximum likelihood methods. To show the performance of this new model, it is applied to a real dataset with atypical observations. The results indicate that the new model outperforms two other extensions of the exponential distribution.

Funder

Semillero

Publisher

MDPI AG

Reference21 articles.

1. Scale Mixtures of Normal Distributions;Andrews;J. R. Stat. Soc. Ser. B (Methodol.),1974

2. Bayesian Regression Analysis with Scale Mixtures of Normals;Steel;Econom. Theory,2000

3. Johnson, N.L., Kotz, S., and Balakrishnan, N. (1995). Continuous Univariate Distributions, Wiley. [2nd ed.].

4. Understanding some long-tailed symmetrical distributions;Rogers;Stat. Neerl.,1972

5. Mosteller, F., and Tukey, J.W. (1977). Data Analysis and Regression, Addison-Wesley.

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