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Exact Nonparametric Meta-Analysis of Lifetime Data From Systems With Known Signatures
被引:3
|作者:
Volterman, William
[1
]
Balakrishnan, Narayanaswamy
[2
,3
]
Davies, Katherine F.
[4
]
Ng, H. K. T.
[5
]
机构:
[1] Syracuse Univ, Dept Math, Syracuse, NY 13244 USA
[2] McMaster Univ, Dept Math & Stat, Hamilton, ON L8S 4K1, Canada
[3] King Abdulaziz Univ, Dept Stat, Jeddah, Saudi Arabia
[4] Univ Manitoba, Dept Stat, Winnipeg, MB R3T 2N2, Canada
[5] Southern Methodist Univ, Dept Stat Sci, Dallas, TX 75275 USA
关键词:
Coherent systems;
confidence intervals for quantiles;
mixtures;
nonparametric inference;
nonparametric prediction;
order statistics;
pooling;
signatures;
COHERENT SYSTEMS;
INFERENCE;
RELIABILITY;
COMPONENTS;
D O I:
10.1109/TR.2015.2494362
中图分类号:
TP3 [计算技术、计算机技术];
学科分类号:
0812 ;
摘要:
In this paper, a mixture representation is derived for the pooled system lifetimes arising from a life-test on two or more independent samples. The components of each system are assumed to have the same common absolutely continuous distribution, but the system signature may vary between the samples. These mixtures are then used for developing exact nonparametric inference in the form of confidence intervals for quantiles of component or system lifetimes, as well as prediction intervals for future component or system lifetimes. Examples are finally provided to illustrate the developed methods. It is noted that testing with systems rather than components directly can reduce the expected number of failures while maintaining nominal coverage probability.
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页码:796 / 801
页数:6
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