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The Log Exponential-Power Distribution: Properties, Estimations and Quantile Regression Model

Mustafa Ç. Korkmaz, Emrah Altun, Morad Alizadeh, Mahmoud El-Morshedy

2021Mathematics28 citationsDOIOpen Access PDF

Abstract

Recently, bounded distributions have attracted attention. These distributions are frequently used in modeling rate and proportion data sets. In this study, a new alternative model is proposed for modeling bounded data sets. Parameter estimations of the proposed distribution are obtained via maximum likelihood method. In addition, a new regression model is defined under the proposed distribution and its residual analysis is examined. As a result of the empirical studies on real data sets, it is observed that the proposed regression model gives better results than the unit-Weibull and Kumaraswamy regression models.

Topics & Concepts

MathematicsStatisticsWeibull distributionRegression analysisQuantile regressionResidualBounded functionExponential distributionApplied mathematicsEconometricsAlgorithmMathematical analysisStatistical Distribution Estimation and ApplicationsAdvanced Statistical Methods and ModelsBayesian Methods and Mixture Models