A class of power inverted Topp-Leone distribution: Properties, different estimation methods & applications

被引:5
|
作者
El-Saeed, Ahmed R. [1 ]
Hassan, Amal S. [2 ]
Elharoun, Neema M. [3 ]
Al Mutairi, Aned [4 ]
Khashab, Rana H. [5 ]
Nassr, Said G. [3 ]
机构
[1] Obour High Inst Management & Informat, Dept Basic Sci, Al Qalyubia 11848, Egypt
[2] Cairo Univ, Fac Grad Studies Stat Res, Giza 12613, Egypt
[3] Arish Univ, Fac Commerce, Dept Stat & Insurance, Al Arish 45511, Egypt
[4] Princess Nourah Bint Abdulrahman Univ, Coll Sci, Dept Math Sci, POB 84428, Riyadh 11671, Saudi Arabia
[5] Umm Al Qura Univ, Coll Appl Sci, Math Sci Dept, Mecca 21961, Saudi Arabia
关键词
Power inverted Topp-Leone; Power series; Maximum product spacing; Cramer-von-Mises; Weighted least squares; SERIES DISTRIBUTION-THEORY; PARAMETER-ESTIMATION; LOMAX DISTRIBUTION; NADARAJAH; GAMMA;
D O I
10.1016/j.jrras.2023.100643
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
The power inverted Topp Leone power series (PITLPS) class is a novel three-parameter version of the power inverted Topp Leone (PITL) distribution. The PITLPS class is created by combining a power series distribution with the PITL distribution. This compounding process allows for the creation of flexible classes of distributions with strong physical interpretations in fields such as biology and engineering. The PITLPS class has a number of different hazard rate shapes. This class includes some novel lifetime distributions as well as a new compound class. The formula for the density function, limiting behaviour, moments and incomplete moments, and the Renyi entropy measure are all examined as important distributional features. Furthermore, for one elective model, five distinct estimating approaches are considered. To compare the performance of various estimates, a simulation analysis of the PITL Poisson distribution as a one sub-model is provided. In-depth simulation results have been arranged using partial and overall ranks to find the best estimation technique. Finally, the PITL Poisson model is applied to three real data sets, and the fit is compared to that of some other well-known distributions for explanatory purposes. The proposed model is seen to have certain advantages in interpreting lifetime data when compared to other common models in that it has more shapes and flexibility than many already existing distributions.
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页数:18
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