A new Topp-Leone Kumaraswamy Marshall-Olkin generated family of distributions with applications

被引:5
|
作者
Atchade, Mintode Nicodeme [1 ,2 ]
N'bouke, Melchior A. G. [1 ]
Djibril, Aliou Moussa [1 ]
Al Mutairi, Aned [5 ]
Mustafa, Manahil SidAhmed [3 ]
Hussam, Eslam [4 ]
Alsuhabi, Hassan [6 ]
Nassr, Said G. [7 ]
机构
[1] Natl Univ Sci Technol Engn & Math, Natl Higher Sch Math Genius & Modelizat, Abomey, Benin
[2] Univ Abomey Calavi, Int Chair Math Phys & Applicat ICMPA UNESCO Chair, 072 BP 50, Cotonou, Benin
[3] Univ Tabuk, Fac Sci, Dept Stat, Tabuk, Saudi Arabia
[4] Prince Sattam bin Abdulaziz Univ, Coll Business Adm Hawtat Bani Tamim, Dept Accounting, Hawtat Bani Tamim, Saudi Arabia
[5] Princess Nourah bint Abdulrahman Univ, Coll Sci, Dept Math Sci, POB 84428, Riyadh 11671, Saudi Arabia
[6] Umm Al Qura Univ, Al Qunfudah Univ Coll, Dept Math, Mecca, Saudi Arabia
[7] Arish Univ, Fac Commerce, Dept Stat & Insurance, Al Arish 45511, Egypt
关键词
Topp-Leone distribution; Kumaraswamy-G family; Marshall-Olkin-G family; Maximum Likelihood Estimation; SIMULATION;
D O I
10.1016/j.heliyon.2024.e24001
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
We aim in this paper to propose a novel class of distributions that was created by merging the Topp -Leone distribution and the Generated families of Kumaraswamy and Marshall-Olkin. Its cumulative distribution function characterizes it and includes rational and polynomial functions. In particular, the following desirable properties of the new family are presented: Shannon entropy, order statistics, the quantile power series, and several associated measures and functions. Then, using a specific family member identified before, we create a parametric statistical model with the basic distribution being the inverse exponential distribution. Finally, a thorough investigation has been made to implement this new distribution with three data sets: the glass fibers data set, the glass Alumina data set and the hailing times data set. In comparison to six prominent competitors, the new model performs favorably on all statistical tests and criteria that were examined.
引用
收藏
页数:20
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