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Two-parameter family of distributions: Properties, estimation, and applications

Mohamed Cherif Belili, Arwa M. Alshangiti, Ahmed M. Gemeay, Halim Zeghdoudi, Kadir Karakaya, M. E. Bakr, Oluwafemi Samson Balogun, Mintodê Nicodème Atchadé, Eslam Hussam

2023AIP Advances15 citationsDOIOpen Access PDF

Abstract

In this paper, a new flexible two-parameter family of distributions is introduced. Some mathematical properties, such as asymptotic behavior, moments, stochastic order, entropy, and quantile function, are examined. A special case of this family is introduced called Gemeay–Zeghdoudi distribution. The unknown parameters of the Gemeay–Zeghdoudi distribution are estimated via many estimators. The efficiency of the estimators is compared with a Monte Carlo simulation. The applicability of the new distribution is illustrated by the annual maximum flood and survival times of patients with breast cancer real data analyses.

Topics & Concepts

EstimatorQuantileQuantile functionStatistical physicsMonte Carlo methodOrder statisticApplied mathematicsMathematicsStochastic orderingAsymptotic distributionEstimation theoryDistribution (mathematics)Principle of maximum entropyDistribution functionEntropy (arrow of time)Moment-generating functionComputer scienceProbability density functionStatisticsPhysicsMathematical analysisQuantum mechanicsStatistical Distribution Estimation and ApplicationsHydrology and Drought AnalysisProbabilistic and Robust Engineering Design