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A New Three-Parameter Exponential Distribution with Variable Shapes for the Hazard Rate: Estimation and Applications
- Source :
- Mathematics, Vol 8, Iss 1, p 135 (2020), Mathematics, Volume 8, Issue 1
- Publication Year :
- 2020
- Publisher :
- MDPI AG, 2020.
-
Abstract
- In this paper, we study a new flexible three-parameter exponential distribution called the extended odd Weibull exponential distribution, which can have constant, decreasing, increasing, bathtub, upside-down bathtub and reversed-J shaped hazard rates, and right-skewed, left-skewed, symmetrical, and reversed-J shaped densities. Some mathematical properties of the proposed distribution are derived. The model parameters are estimated via eight frequentist estimation methods called, the maximum likelihood estimators, least squares and weighted least-squares estimators, maximum product of spacing estimators, Cram&eacute<br />r-von Mises estimators, percentiles estimators, and Anderson-Darling and right-tail Anderson-Darling estimators. Extensive simulations are conducted to compare the performance of these estimation methods for small and large samples. Four practical data sets from the fields of medicine, engineering, and reliability are analyzed, proving the usefulness and flexibility of the proposed distribution.
- Subjects :
- Percentile
Exponential distribution
General Mathematics
data analysis
010103 numerical & computational mathematics
cramér-von mises estimation
01 natural sciences
Least squares
010104 statistics & probability
Frequentist inference
Computer Science (miscellaneous)
Applied mathematics
Statistics::Methodology
exponential distribution
0101 mathematics
Engineering (miscellaneous)
Mathematics
Weibull distribution
lcsh:Mathematics
Estimator
anderson-darling estimation
mean residual life
lcsh:QA1-939
Distribution (mathematics)
percentiles estimation
Constant (mathematics)
Subjects
Details
- Language :
- English
- ISSN :
- 22277390
- Volume :
- 8
- Issue :
- 1
- Database :
- OpenAIRE
- Journal :
- Mathematics
- Accession number :
- edsair.doi.dedup.....7d1e8f072dd305f2496674035a7a5fe9