Bivariate Epanechnikov-Weibull distribution based on Sarmanov copula: properties, simulation, and uncertainty measures with applications

Faculty Science Year: 2025
Type of Publication: ZU Hosted Pages:
Authors:
Journal: AIMS Mathematics AIMS Volume:
Keywords : Bivariate Epanechnikov-Weibull distribution based , Sarmanov copula: properties,    
Abstract:
The modeling of bivariate data in statistics often requires constructing families of bivariate distributions with predefined marginals. In this study, we introduced a novel bivariate distribution, denoted as EP-WD-SAR, which combines the Sarmanov (SAR) copula with the Epanechnikov-Weibull marginal distribution (EP-WD). We analyzed its statistical properties, including product moments, correlation coefficient, moment-generating function, conditional distribution, and concomitants of order statistics. Additionally, we evaluated key reliability and information measures such as the hazard function, reversed hazard function, bivariate extropy, bivariate weighted extropy, and bivariate cumulative residual extropy. Parameter estimation was performed using maximum likelihood, asymptotic confidence intervals, and Bayesian methods. Finally, we demonstrated the advantages of the EP-WD-SAR model over existing alternatives, including the bivariate Weibull-SAR, bivariate Epanechnikov-exponential-SAR, bivariate exponential-SAR, and bivariate Chen-SAR distributions through applications to real data sets.
   
     
 
       

Author Related Publications

    Department Related Publications

    • Mohamed El Sayed Ahmed Muhamed, "Open cluster membership probability based on K-means clustering algorithm", Springer, 2016 More
    • Khaled Lotfy Mohamed Azab, "Thermomagnetic effect with two temperature theory for photothermal process under hydrostatic initial stress.", elsevier, 2017 More
    • Mahmoud Elsayed Mustafa Gabr, "Thermomagnetic effect with two temperature theory for photothermal process under hydrostatic initial stress.", elsevier, 2017 More
    • Marwa Osman Mohamed Othman, "Discrete alpha-power Weibull distribution: Properties and application", Int. J. Nonlinear Anal. Appl., 2022 More
    • Mohamed El Sayed Ahmed Muhamed, "Multi-objective whale optimization algorithm for content-based image retrieval", SPRINGER, 2018 More
    Tweet