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A New Technique for Generating Distributions Based on a Combination of Two Techniques: Alpha Power Transformation and Exponentiated T-X Distributions Family

Hadeel S. Klakattawi, Wedad H. Aljuhani

2021Symmetry12 citationsDOIOpen Access PDF

Abstract

In the following article, a new five-parameter distribution, the alpha power exponentiated Weibull-exponential distribution is proposed, based on a newly developed technique. It is of particular interest because the density of this distribution can take various symmetric and asymmetric possible shapes. Moreover, its related hazard function is tractable and showing a great diversity of asymmetrical shaped, including increasing, decreasing, near symmetrical, increasing-decreasing-increasing, increasing-constant-increasing, J-shaped, and reversed J-shaped. Some properties relating to the proposed distribution are provided. The inferential method of maximum likelihood is employed, in order to estimate the model’s unknown parameters, and these estimates are evaluated based on various simulation studies. Moreover, the usefulness of the model is investigated through its application to three real data sets. The results show that the proposed distribution can, in fact, better fit the data, when compared to other competing distributions.

Topics & Concepts

Weibull distributionExponentiated Weibull distributionMathematicsTransformation (genetics)Exponential functionDistribution (mathematics)Order statisticApplied mathematicsExponential familyFunction (biology)Gamma distributionProbability density functionPower (physics)Maximum likelihoodStatisticsStatistical physicsMathematical analysisPhysicsThermodynamicsEvolutionary biologyBiochemistryChemistryGeneBiologyStatistical Distribution Estimation and ApplicationsProbabilistic and Robust Engineering DesignStatistical Methods and Bayesian Inference