Sine Topp-Leone-G family of distributions: Theory and applications

被引:46
|
作者
Al-Babtain, Abdulhakim A. [2 ]
Elbatal, Ibrahim [3 ]
Chesneau, Christophe [1 ]
Elgarhy, Mohammed [4 ]
机构
[1] Univ Caen, LMNO, Dept Math, Campus 2,Sci 3, F-14032 Caen, France
[2] King Saud Univ, Dept Stat & Operat Res, Riyadh 11362, Saudi Arabia
[3] Imam Mohammad Ibn Saud Islamic Univ IMSIU, Coll Sci, Dept Math & Stat, Riyadh, Saudi Arabia
[4] Valley High Inst Management Finance & Informat Sy, Dept Math, Obour 11828, Qaliubia, Egypt
来源
OPEN PHYSICS | 2020年 / 18卷 / 01期
关键词
Sine-G family; Topp-Leone-G family; moments; maximum likelihood estimation; real-life data; GENERATED FAMILY; WEIBULL DISTRIBUTION; GAMMA-DISTRIBUTION;
D O I
10.1515/phys-2020-0180
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Recent studies have highlighted the statistical relevance and applicability of trigonometric distributions for the modeling of various phenomena. This paper contributes to the subject by investigating a new trigonometric family of distributions defined from the alliance of the families known as sine-G and Topp-Leone generated (TL-G), inspiring the name of sine TL-G family. The characteristics of this new family are studied through analytical, graphical and numerical approaches. Stochastic ordering and equivalence results, determination of the mode(s), some expansions of distributional functions, expressions of the quantile function and moments and basics on order statistics are discussed. In addition, we emphasize the fact that the sine TL-G family is able to generate original, simple and pliant trigonometric models for statistical purposes, beyond the capacity of the former sine-G models and other top models of the literature. This fact is revealed with the special three-parameter sine TL-G model based on the inverse Lomax model, through an efficient parametric estimation and the adjustment of two data sets of interest.
引用
收藏
页码:574 / 593
页数:20
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