Evaluation of Bootstrap Confidence Intervals Using a New Non-Normal Process Capability Index

被引:13
作者
Rao, Gadde Srinivasa [1 ]
Albassam, Mohammed [2 ]
Aslam, Muhammad [2 ]
机构
[1] Univ Dodoma, Dept Stat, Dodoma POB 259, Dodoma, Tanzania
[2] King Abdulaziz Univ, Fac Sci, Dept Stat, Jeddah 21551, Saudi Arabia
来源
SYMMETRY-BASEL | 2019年 / 11卷 / 04期
关键词
non-normal process capability index; bootstrap confidence intervals; average width; coverage probabilities; Weibull distribution; WEIBULL;
D O I
10.3390/sym11040484
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
This paper assesses the bootstrap confidence intervals of a newly proposed process capability index (PCI) for Weibull distribution, using the logarithm of the analyzed data. These methods can be applied when the quality of interest has non-symmetrical distribution. Bootstrap confidence intervals, which consist of standard bootstrap (SB), percentile bootstrap (PB), and bias-corrected percentile bootstrap (BCPB) confidence interval are constructed for the proposed method. A Monte Carlo simulation study is used to determine the efficiency of newly proposed index Cpkw over the existing method by addressing the coverage probabilities and average widths. The outcome shows that the BCPB confidence interval is recommended. The methodology of the proposed index has been explained by using the real data of breaking stress of carbon fibers.
引用
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页数:10
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