Trimmed Mean Isotonic Regression

被引:7
作者
Dhar, Subhra Sankar [1 ]
机构
[1] IIT, Dept Math & Stat, Kanpur 208016, Uttar Pradesh, India
关键词
asymptotic efficiency; breakdown point; Chernoff's distribution; t-distribution; ONE-SIDED HYPOTHESES; LINEAR-MODEL; PARAMETERS; LOCATION; TESTS;
D O I
10.1111/sjos.12173
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
The trimmed mean is well-known in literature for being more robust and for having better efficiency than the sample mean when data is generated from heavy-tailed distributions. In this article, the trimmed mean in the isotonic regression setup is proposed, and the asymptotic as well as the robustness properties of the estimator are studied. The usefulness of the proposed estimator is illustrated using different real and simulated data. Further, the performance of the estimator is compared with that of the mean and the median isotonic regression estimators.
引用
收藏
页码:202 / 212
页数:11
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