The Maxwell-Boltzmann-Exponential distribution with regression model

Abstract This paper proposes a new probability model called as Maxwell - Boltzmann - Exponential (MBE) distribution. The MBE distribution arises as a mixture distribution of the Maxwell-Boltzmann and exponential distributions. The statistical properties of the distributions are studied and obtained in closed-form expressions. Three methodologies are assessed and compared for the estimation of parameters in the MBE distribution. The MBE regression model is defined, with the proposed regression model being an alternative to the gamma regression model for response variables that are extremely right-skewed and bimodal. Two real data sets are used to demonstrate the applicability of the proposed models against the existing models.

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Publication Details

Journal
Mathematica Slovaca
Published
2024-08-01
DOI
https://doi.org/10.1515/ms-2024-0074
Citations
2
Primary Topic
Statistical Mechanics and Entropy
Type
article
Field-Weighted Citation Impact
0.56
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article

The Maxwell-Boltzmann-Exponential distribution with regression model

Emrah Altun, Gökçen Altun
2 citations
Mathematica Slovaca
Statistical Mechanics and Entropy
0.56
article

The Maxwell-Boltzmann-Exponential distribution with regression model

Emrah Altun, Gökçen Altun
article en
2 citations

Abstract

Abstract This paper proposes a new probability model called as Maxwell - Boltzmann - Exponential (MBE) distribution. The MBE distribution arises as a mixture distribution of the Maxwell-Boltzmann and exponential distributions. The statistical properties of the distributions are studied and obtained in closed-form expressions. Three methodologies are assessed and compared for the estimation of parameters in the MBE distribution. The MBE regression model is defined, with the proposed regression model being an alternative to the gamma regression model for response variables that are extremely right-skewed and bimodal. Two real data sets are used to demonstrate the applicability of the proposed models against the existing models.

Mathematica SlovacaVol. 74(4)
Bartin University (TR), Ankara Hacı Bayram Veli University (TR)
Openalex Percentile: Top 36%
Statistical Mechanics and Entropy
0.56
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