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On the Unit-Chen distribution with associated quantile regression and applications

Mustafa Ç. Korkmaz, Emrah Altun, Christophe Chesneau, Haitham M. Yousof

2022Mathematica Slovaca64 citationsDOI

Abstract

Abstract In this paper, a new distribution defined on (0, 1) is introduced. It is obtained by the transformation of a positive random variable following the Chen distribution with respect to the inverted exponential function. Basic distributional properties of the newly defined distribution are studied. Then, as a statistical model, we examine different methods of estimation for related parameters. We assess the performance of the obtained estimators by a complete simulation study. Subsequently, the quantile regression model based on the proposed distribution is introduced. Applications of the proposed models to real data sets show that they have better modeling capabilities than fair competitors.

Topics & Concepts

MathematicsEstimatorQuantileQuantile regressionChenQuantile functionTransformation (genetics)Distribution (mathematics)Exponential distributionStatisticsApplied mathematicsEconometricsRandom variableMoment-generating functionGeneBiologyPaleontologyMathematical analysisChemistryBiochemistryStatistical Distribution Estimation and ApplicationsProbabilistic and Robust Engineering DesignBayesian Methods and Mixture Models
On the Unit-Chen distribution with associated quantile regression and applications | Litcius