The Power Burr Type X Distribution: Properties, Regression Modeling and Applications

被引:0
|
作者
Usman, Rana Muhammad [1 ]
Ilyas, Maryam [1 ]
机构
[1] Univ Punjab, Coll Stat & Actuarial Sci, Lahore, Pakistan
来源
PUNJAB UNIVERSITY JOURNAL OF MATHEMATICS | 2020年 / 52卷 / 08期
关键词
Burr X; Power Burr X; Regression Model; Maximum likelihood estimation; Log Power Burr X; WEIBULL; RELIABILITY; GENERATOR; RAINFALL; FAMILY;
D O I
暂无
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
In probability theory, researchers always prefer a model having simple structure with small estimation cost and higher adequacy for real life data applications. Therefore, in this study we have developed a simple power Burr X (PBX) distribution with an additional shape parameter. We have studied the shapes of the developed distribution with respect to subfamilies depends on the additional parameter. This study reveals some structural properties of this new model such as moments, stochastic ordering, quantile function and Rnyi entropy. We have also developed a location-scale regression model for log power Burr X (LPBX) distribution to enhance its application in survival analysis. To observe the behavior of estimated parameters, we have conducted a Monte Carlo simulation study under maximum likelihood (ML) estimation and observed efficiencies by means of bias and mean square errors. Three life-time applications from different industries justified the adequacy, flexibility and potentiality of PBX distribution as compared to other higher parametric complex generalizations.
引用
收藏
页码:27 / 44
页数:18
相关论文
共 50 条
  • [1] Transmuted Burr Type X Distribution with Covariates Regression Modeling to Analyze Reliability Data
    Khan M.S.
    King R.
    Hudson I.L.
    American Journal of Mathematical and Management Sciences, 2020, 39 (02): : 99 - 121
  • [2] On the Burr XII-Power Cauchy distribution: Properties and applications
    Bhatti, Fiaz Ahmad
    Hamedani, G. G.
    Al Sobhi, Mashail M.
    Korkmaz, Mustafa C.
    AIMS MATHEMATICS, 2021, 6 (07): : 7070 - 7092
  • [3] The Burr XII System of densities: properties, regression model and applications
    Cordeiro, Gauss M.
    Yousof, Haitham M.
    Ramires, Thiago G.
    Ortega, Edwin M. M.
    JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION, 2018, 88 (03) : 432 - 456
  • [4] On the unit Burr-XII distribution with the quantile regression modeling and applications
    Korkmaz, Mustafa C.
    Chesneau, Christophe
    COMPUTATIONAL & APPLIED MATHEMATICS, 2021, 40 (01)
  • [5] On the unit Burr-XII distribution with the quantile regression modeling and applications
    Mustafa Ç. Korkmaz
    Christophe Chesneau
    Computational and Applied Mathematics, 2021, 40
  • [6] On The Modified Burr XII-Power Distribution: Development, Properties, Characterizations and Applications
    Bhatti, Fiaz Ahmad
    Hamedani, G. G.
    Korkmaz, Mustafa C.
    Ahmad, Munir
    PAKISTAN JOURNAL OF STATISTICS AND OPERATION RESEARCH, 2019, 15 (01) : 61 - 85
  • [7] The Burr X Pareto Distribution: Properties, Applications and VaR Estimation
    Korkmaz, Mustafa C.
    Altun, Emrah
    Yousof, Haitham M.
    Afify, Ahmed Z.
    Nadarajah, Saralees
    JOURNAL OF RISK AND FINANCIAL MANAGEMENT, 2018, 11 (01):
  • [8] Alpha power Topp-Leone Weibull distribution: Properties, Characterizations, Regression modeling and applications
    Benkhelifa, Lazhar
    JOURNAL OF STATISTICS AND MANAGEMENT SYSTEMS, 2022, 25 (08) : 1945 - 1970
  • [9] On The Burr XII-Gamma Distribution: Development, Properties, Characterizations and Applications
    Bhatti, Fiaz Ahmad
    Cordeiro, Gauss M.
    Korkmaz, Mustafa C.
    Hamedani, G. G.
    PAKISTAN JOURNAL OF STATISTICS AND OPERATION RESEARCH, 2021, 17 (04) : 771 - 789
  • [10] On The New Modified Burr XII Distribution: Development, Properties, Characterizations and Applications
    Bhatti, Fiaz Ahmad
    Hamedani, G. G.
    Korkmaz, Mustafa C.
    Yousof, Haitham M.
    Ahmad, Munir
    PAKISTAN JOURNAL OF STATISTICS AND OPERATION RESEARCH, 2023, 19 (02) : 327 - 348