The Odds Exponential-Pareto IV Distribution: Regression Model and Application

被引:8
|
作者
Baharith, Lamya A. [1 ]
AL-Beladi, Kholod M. [1 ,2 ]
Klakattawi, Hadeel S. [1 ]
机构
[1] King Abdulaziz Univ, Fac Sci, Dept Stat, Jeddah 21589, Saudi Arabia
[2] Univ Jeddah, Fac Sci, Dept Stat, Jeddah 21959, Saudi Arabia
关键词
Pareto IV; odds exponential-Pareto IV distribution; censored data; regression model; maximum likelihood; Jackknife method; residual analysis; global influence; INFLUENCE DIAGNOSTICS; BURR;
D O I
10.3390/e22050497
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
This article introduces the odds exponential-Pareto IV distribution, which belongs to the odds family of distributions. We studied the statistical properties of this new distribution. The odds exponential-Pareto IV distribution provided decreasing, increasing, and upside-down hazard functions. We employed the maximum likelihood method to estimate the distribution parameters. The estimators performance was assessed by conducting simulation studies. A new log location-scale regression model based on the odds exponential-Pareto IV distribution was also introduced. Parameter estimates of the proposed model were obtained using both maximum likelihood and jackknife methods for right-censored data. Real data sets were analyzed under the odds exponential-Pareto IV distribution and log odds exponential-Pareto IV regression model to show their flexibility and potentiality.
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页数:23
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