A new flexible Weibull distribution
Author(s) -
Sangun Park,
Jihwan Park,
Youngsik Choi
Publication year - 2016
Publication title -
communications for statistical applications and methods
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.326
H-Index - 6
eISSN - 2383-4757
pISSN - 2287-7843
DOI - 10.5351/csam.2016.23.5.399
Subject(s) - weibull distribution , exponentiated weibull distribution , cumulative distribution function , monotone polygon , mathematics , log logistic distribution , statistics , hazard , order statistic , distribution fitting , weibull fading , weibull modulus , distribution (mathematics) , computer science , mathematical optimization , probability density function , probability distribution , mathematical analysis , chemistry , geometry , decoding methods , organic chemistry , rayleigh fading , fading
Many of studies have suggested the modifications on Weibull distribution to model the non-monotone hazards. In this paper, we combine two cumulative hazard functions and propose a new modified Weibull distribution function. The newly suggested distribution will be named as a new flexible Weibull distribution. Corresponding hazard function of the proposed distribution shows flexible (monotone or non-monotone) shapes. We study the characteristics of the proposed distribution that includes ageing behavior, moment, and order statistic. We also discuss an estimation method for its parameters. The performance of the proposed distribution is compared with existing modified Weibull distributions using various types of hazard functions. We also use real data example to illustrate the efficiency of the proposed distribution.
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