A new class of distributions as a finite functional mixture using functional weights

被引:2
作者
Bouali, Dalal Lala [1 ,2 ]
Chesneau, Christophe [1 ]
Sharma, Vikas Kumar [3 ]
Bakouch, Hassan S. [4 ]
机构
[1] Univ Caen Basse Normandie, LMNO, UFR Sci, F-14000 Caen, France
[2] Mohamed Khider Univ Biskra, Lab Appl Math, Biskra 07020, Algeria
[3] Banaras Hindu Univ BHU, Inst Sci, Dept Stat, Varanasi 221005, Uttar Pradesh, India
[4] Tanta Univ, Fac Sci, Dept Math, Tanta 31512, Egypt
来源
ANAIS DA ACADEMIA BRASILEIRA DE CIENCIAS | 2021年 / 93卷 / 02期
关键词
finite mixture; weighted distribution; exponential distribution; moment generating function; maximum likelihood estimation;
D O I
10.1590/0001-3765202120181019
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
In this paper, we introduce a new family of distributions whose probability density function is defined as a weighted sum of two probability density functions; one is defined as a warped version of the other. We focus our attention on a special case based on the exponential distribution with three parameters, a dilation transformation and a weight with polynomial decay, leading to a new life-time distribution. The explicit expressions of the moments generating function, moments and quantile function of the proposed distribution are provided. For estimating the parameters, the method of maximum likelihood estimation is used. Two applications with practical data sets are given.
引用
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页数:16
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