Abstract

The idea of introducing extra parameters into the existing model in enhancing more flexibility is a giant stride in research. Transmutation map technique is one of the recent methods of introducing additional properties such as skewness, kurtosis and bimodality into the baseline distribution. In this article, a new exponentiated exponential distribution is developed using transmutation map. This model is referred to as exponentiated cubic transmuted exponential distribution (ECTED). The mathematical properties of the model which include survival function, hazard function, central and non- central moments, moment generating function and order statistics are established. The inherent parameters in the model are estimated using method of maximum likelihood estimation (MLE). The system of equations obtained is non-linear in parameters therefore non-linear optimization algorithms are implemented in R package. The distribution is used to model data on infant mortality rate in Nigeria. The performance of the subject model is compared with its baseline exponential distribution (ED), transmuted exponential distribution (TED), exponentiated transmuted exponential distribution (ETED) and cubic transmuted exponential distribution (CTED) using Akaike Information criterion (AIC), Corrected Akaike Information criterion (AICC) and Bayesian Information criterion (BIC). It is hope that this will serve as an alternative distribution in modelling complex real life data arising from various fields of human endeavors.

Highlights

  • Exponential distribution has a lot of applications in various fields of human endeavors

  • 1 in (5) it reduces to cubic transmuted exponential distribution (CTED)

  • The distribution is applied to model data on infant mortality rate in Nigeria

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Summary

Introduction

Exponential distribution has a lot of applications in various fields of human endeavors. The model has enjoyed generalizations over the years which include exponentiated exponential distribution, transmuted exponential distribution, Kw-exponential distribution, exponentiated transmuted exponential distribution to mention a few. This is to introduce flexibility into the parent model to enhance better goodness of fit in data analysis. Shaw et al [1] suggested a quadratic transmutation map and this was applied to exponential, uniform and normal distributions. 1. If a random variable X has exponential distribution with cumulative distribution function (cdf) and probability density function (pdf) given by. The corresponding cdf and pdf of exponentiated cubic transmuted exponential distribution (ECTED) are given by and. When 1 in (5) it reduces to cubic transmuted exponential distribution (CTED). The variance of ECTED is obtained by setting A == in (14) to have

Parameter Estimation
Order Statistics
Application
Conclusion
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