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General two-parameter distribution: Statistical properties, estimation, and application on COVID-19

In this paper, we introduced a novel general two-parameter statistical distribution which can be presented as a mix of both exponential and gamma distributions. Some statistical properties of the general model were derived mathematically. Many estimation methods studied the estimation of the propose...

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Detalles Bibliográficos
Autores principales: Gemeay, Ahmed M., Halim, Zeghdoudi, Abd El-Raouf, M. M., Hussam, Eslam, Abdulrahman, Alanazi Talal, Mashaqbah, Nour Khaled, Alshammari, Nawaf, Makumi, Nicholas
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9907847/
https://www.ncbi.nlm.nih.gov/pubmed/36753497
http://dx.doi.org/10.1371/journal.pone.0281474
Descripción
Sumario:In this paper, we introduced a novel general two-parameter statistical distribution which can be presented as a mix of both exponential and gamma distributions. Some statistical properties of the general model were derived mathematically. Many estimation methods studied the estimation of the proposed model parameters. A new statistical model was presented as a particular case of the general two-parameter model, which is used to study the performance of the different estimation methods with the randomly generated data sets. Finally, the COVID-19 data set was used to show the superiority of the particular case for fitting real-world data sets over other compared well-known models.