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ON WEIGHTED RANDOMLY TRIMMED MEANS

ON WEIGHTED RANDOMLY TRIMMED MEANS
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摘要 A class of robust location estimators called weighted randomly trimmed means are introduced and not only their consistency and asymptotic normality are proved, but their influence functions, asymptotic variances and breakdown points are also derived. They possess the same breakdown points as the median, and some of them own higher asymptotic relative efficiencies at the heavy-tailed distributions than some other well-known location estimators; whereas the trimmed means, Winsorized means and Huber's M-estimator possess higher asymptotic relative efficiencies at the light-tailed distributions, in which Huber's M-estimator is the most robust.
出处 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2007年第1期47-65,共19页 系统科学与复杂性学报(英文版)
基金 This research is supported by the National Natural Science Foundation of China (Grant No. 10371012, 10231030,and 40574020).
关键词 Asymptotic normality asymptotic relative efficiency breakdown points CONSISTENCY influence function. 加权随机平衡均数 渐进正态性 分布函数 崩溃点
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  • 1蔡越虹,系统科学与数学,1991年,11卷,52页
  • 2张健,系统科学与数学,1989年,9卷,370页
  • 3张航,应用数学学报,1989年,12卷,82页
  • 4成平,1986年

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