التفاصيل البيبلوغرافية
العنوان: |
The Transformed MG-Extended Exponential Distribution: Properties and Applications |
المؤلفون: |
Addisalem Assaye Menberu, Ayele Taye Goshu |
المصدر: |
Journal of Statistical Theory and Applications (JSTA), Vol 23, Iss 3, Pp 175-205 (2024) |
بيانات النشر: |
Springer, 2024. |
سنة النشر: |
2024 |
المجموعة: |
LCC:Probabilities. Mathematical statistics |
مصطلحات موضوعية: |
Exponential distribution, Inverse transform sampling, Maximum likelihood estimates, Monte Carlo simulation, Rejection sampling, Probabilities. Mathematical statistics, QA273-280 |
الوصف: |
Abstract Our research paper introduces a newly developed probability distribution called the transformed MG-extended exponential (TMGEE) distribution. This distribution is derived from the exponential distribution using the modified Frechet approach, but it has a more adaptable hazard function and unique features that we have explained in detail. We conducted simulation studies using two methods: rejection sampling and inverse transform sampling, to produce summaries and show distributional properties. Moreover, we applied the TMGEE distribution to three real datasets from the health area to demonstrate its applicability. We used the maximum likelihood estimation technique to estimate the distribution’s parameters. Our results indicate that the TMGEE distribution provides a better fit for the three sets of data as compared to nine other commonly used probability distributions, including Weibull, exponential, and lognormal distributions. |
نوع الوثيقة: |
article |
وصف الملف: |
electronic resource |
اللغة: |
English |
تدمد: |
2214-1766 |
Relation: |
https://doaj.org/toc/2214-1766 |
DOI: |
10.1007/s44199-024-00078-8 |
URL الوصول: |
https://doaj.org/article/badabfe3a58d4e8d9ae71559d924ebae |
رقم الانضمام: |
edsdoj.badabfe3a58d4e8d9ae71559d924ebae |
قاعدة البيانات: |
Directory of Open Access Journals |