Robust parameter-estimation using the bootstrap method for the 2-parameter Weibull distribution

被引:9
|
作者
Seki, T [1 ]
Yokoyama, S [1 ]
机构
[1] MUSASHI INST TECHNOL,DEPT IND ENGN,SETAGAYA KU,TOKYO 158,JAPAN
关键词
bootstrap; robust estimation; outlier; Weibull distribution; extreme value distribution; order statistic;
D O I
10.1109/24.488914
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposes bootstrap robust estimation methods for the Weibull parameters; it applies bootstrap estimators of order statistics to the parametric estimation procedure, Estimates of the Weibull parameters are equivalent to the estimates using the extreme value distribution. Therefore, the bootstrap estimators of order statistics for the parameters of the extreme value distribution are examined, Accuracy & robustness for outliers are examined by Monte Carlo experiments which indicate adequate efficiency of the proposed estimators for data with some outliers.
引用
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页码:34 / 41
页数:8
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