Simultaneous confidence bands for a percentile line in linear regression

被引:6
|
作者
Han, Yang [1 ,2 ]
Liu, Wei [1 ,2 ]
Bretz, Frank [3 ,4 ]
Wan, Fang [1 ,2 ]
机构
[1] Univ Southampton, S3RI, Southampton SO17 1BJ, Hants, England
[2] Univ Southampton, Sch Math, Southampton SO17 1BJ, Hants, England
[3] Novartis Pharma AG, CH-4002 Basel, Switzerland
[4] Shanghai Univ Finance & Econ, Shanghai 200433, Peoples R China
关键词
Confidence level; Linear regression; Percentile line; Simultaneous confidence band; Statistical simulation; DOSE RISK-ESTIMATION; POOLING BATCHES; DISCRIMINATION;
D O I
10.1016/j.csda.2014.07.009
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Construction of simultaneous confidence bands for a percentile line in linear regression has been considered by several authors. But only conservative symmetric bands, which use critical constants over the whole covariate range (-infinity, infinity), are available in the literature. New methods allow the construction of exact symmetric bands for a percentile line over a finite interval of the covariate x. The exact symmetric bands can be substantially narrower than the corresponding conservative symmetric bands. Several exact symmetric confidence bands are compared under the average band width criterion. Furthermore, new asymmetric confidence bands for a percentile line are proposed. They are uniformly and can be very substantially narrower than the corresponding exact symmetric bands. Therefore, asymmetric bands should always be used under the average band width criterion. The proposed methods are illustrated with a real example. (C) 2014 Elsevier B.V. All rights reserved.
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页码:1 / 9
页数:9
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