دورية أكاديمية

Exponentiated extended extreme value distribution: Properties, estimation, and applications in applied fields

التفاصيل البيبلوغرافية
العنوان: Exponentiated extended extreme value distribution: Properties, estimation, and applications in applied fields
المؤلفون: M. G. M. Ghazal, Yusra A. Tashkandy, Oluwafemi Samson Balogun, M. E. Bakr
المصدر: AIMS Mathematics, Vol 9, Iss 7, Pp 17634-17656 (2024)
بيانات النشر: AIMS Press, 2024.
سنة النشر: 2024
المجموعة: LCC:Mathematics
مصطلحات موضوعية: exponentiated extended extreme value distribution, mathematical statistics, hazard rate, estimation methods, simulations, lifetime data, Mathematics, QA1-939
الوصف: The proposed article introduces a novel three-parameter lifetime model called an exponentiated extended extreme-value (EEEV) distribution model. The EEEV distribution is characterized by increasing or bathtub-shaped hazard rates, which can be advantageous in the context of reliability. Various statistical properties of the distribution have been derived. The article discusses four estimation methods, namely, maximum likelihood, least squares, weighted least squares, and Cramér-von Mises, for EEEV distribution parameter estimation. A simulation study was carried out to examine the performance of the new model estimators based on the four estimation methods by using the average bias, mean squared errors, relative absolute biases, and root mean square error. The flexibility and significance of the EEEV distribution are demonstrated by analyzing three real-world datasets from the fields of medicine and engineering. The EEEV distribution exhibits high adaptability and outperforms several well-known statistical models in terms of performance.
نوع الوثيقة: article
وصف الملف: electronic resource
اللغة: English
تدمد: 2473-6988
Relation: https://doaj.org/toc/2473-6988
DOI: 10.3934/math.2024857?viewType=HTML
DOI: 10.3934/math.2024857
URL الوصول: https://doaj.org/article/5a2941ae36a9418a8149e320a6c117ab
رقم الأكسشن: edsdoj.5a2941ae36a9418a8149e320a6c117ab
قاعدة البيانات: Directory of Open Access Journals
الوصف
تدمد:24736988
DOI:10.3934/math.2024857?viewType=HTML