دورية أكاديمية

A new probabilistic model: Theory, simulation and applications to sports and failure times data

التفاصيل البيبلوغرافية
العنوان: A new probabilistic model: Theory, simulation and applications to sports and failure times data
المؤلفون: Xiangming Tang, Jin-Taek Seong, Randa Alharbi, Aned Al Mutairi, Said G. Nasr
المصدر: Heliyon, Vol 10, Iss 4, Pp e25651- (2024)
بيانات النشر: Elsevier, 2024.
سنة النشر: 2024
المجموعة: LCC:Science (General)
LCC:Social sciences (General)
مصطلحات موضوعية: Statistical methodology, Flexible Weibull distribution, Estimation, Monte Carlo simulation, Re-injury rate, Engineering data, Science (General), Q1-390, Social sciences (General), H1-99
الوصف: In applied sectors, data modeling/analysis is very important for decision-making and future predictions. Data analysis in applied sectors mainly relies on probability distributions. Data arising from numerous sectors such as engineering-related fields have complex structures. For such kinds of data having complex structures, the implementation of classical distributions is not a suitable choice. Therefore, researchers often need to look for more flexible models that might have the capability of capturing a high degree of kurtosis and increasing the fitting power of the classical models. Taking motivation from the above theory, to achieve these goals, we study a new probabilistic model, which we named a new beta power flexible Weibull (NBPF-Weibull) distribution. We derive some of the main distributional properties of the NBPF-Weibull model. The estimators for the parameters of the NBPF-Weibull distribution are derived. The performances of these estimators are judged by incorporating a simulation study for different selected values of the parameters. Three data sets are used to demonstrate the applicability of the NBPF-Weibull model. The first data set is observed from sports. It represents the re-injury rate of various football players. While the other two data sets are observed from the reliability zone. By adopting certain diagnostic criteria, it is proven that the NBPF-Weibull model repeatedly surpasses well-known classical and modified models.
نوع الوثيقة: article
وصف الملف: electronic resource
اللغة: English
تدمد: 2405-8440
Relation: http://www.sciencedirect.com/science/article/pii/S2405844024016827; https://doaj.org/toc/2405-8440
DOI: 10.1016/j.heliyon.2024.e25651
URL الوصول: https://doaj.org/article/3c09aa20a42a463d8d744bee8512061a
رقم الأكسشن: edsdoj.3c09aa20a42a463d8d744bee8512061a
قاعدة البيانات: Directory of Open Access Journals
الوصف
تدمد:24058440
DOI:10.1016/j.heliyon.2024.e25651