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Structure of bivariate Rayleigh proportional hazard rate model with its associated copula applied on COVID-19 data

Author name : MARWA MOGHAZY ATTIA ABDELATY SEYAM
Publication Date : 2022-06-03
Journal Name : Quality and Reliability Engineering International

Abstract

Visualizing the fatality of coronavirus is a very tricky point through the world. In this paper, a new construction via the proportional hazard rate model with Rayleigh marginal is introduced and applied on COVID-19 data set. The statistical and reliability characteristics of bivariate Rayleigh proportional hazard (BRPH) distribution are derived. The copula dependence structure and its
properties are studied. The point estimation of the marginal and dependence parameters is introduced via maximum likelihood, method of moments, and inference function for margins (IFM) method. A simulation study is carried out to examine the effectiveness and the performance of the parameter estimates. Finally, an application on COVID-19 data is used in a comparison study between BRPH model and other constructed bivariate models. This application concerned with modeling the fatality on COVID-19. Throughout the results of goodness of-fit criteria, BRPH provides a better fit than different competitors constructed bivariate models which reflects its flexibility and applicability on modeling the fatality of COVID-19.

Keywords

bivariate Rayleigh distribution, copula, COVID-19, estimation methods, proportional hazard

Publication Link

https://onlinelibrary.wiley.com/doi/abs/10.1002/qre.3143

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