Parameter Estimation of Alpha Power Inverted Topp-Leone Distribution with Applications

被引:15
|
作者
Ibrahim, Gamal M. [1 ]
Hassan, Amal S. [2 ]
Almetwally, Ehab M. [3 ]
Almongy, Hisham M. [4 ]
机构
[1] High Inst Management Sci, Belqas 35511, Egypt
[2] Cairo Univ, Fac Grad Studies Stat Res, Giza 12613, Egypt
[3] Delta Univ Sci & Technol, Fac Business Adm, Mansoura 11152, Egypt
[4] Mansoura Univ, Fac Commerce, Mansoura 35516, Egypt
来源
关键词
Inverted Topp-Leone; moments; maximum likelihood; maximum product spacing; weighted least squares; Bayesian estimation; MCMC; GENERALIZED EXPONENTIAL-DISTRIBUTION; LINDLEY DISTRIBUTION; LOMAX DISTRIBUTION; STRESS-STRENGTH;
D O I
10.32604/iasc.2021.017586
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We introduce a new two-parameter lifetime model, referred to alpha power transformed inverted Topp-Leone, derived by combining the alpha power transformation-G family with the inverted Topp-Leone distribution. Structural properties of the proposed distribution are implemented like; quantile function, residual and reversed residual life, Renyi entropy measure, moments and incomplete moments. The maximum likelihood, weighted least squares, maximum product of spacing, and Bayesian methods of estimation are considered. A simulation study is worked out to evaluate the restricted sample properties of the proposed distribution. Numerical results showed that the Bayesian estimates give more accurate results than the corresponding other estimates in the majority of the situations. The flexibility of the suggested model is demonstrated given some applications related to reliability, medicine, and engineering. A real data set is used to illustrate the potentiality of the alpha power transformed inverted Topp-Leone distribution compared to inverted Topp-Leone, inverse Weibull, alpha power inverse Weibull, inverse Lomax, alpha power inverse Lomax, inverse exponential, and alpha power exponential distributions. Criteria measures and their results showed that the suggested distribution is the best candidate for the considered data sets. The alpha power transformed inverted Topp-Leone distribution operates well for lifetime modeling.
引用
收藏
页码:353 / 371
页数:19
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