Simultaneous confidence band for the difference of segmented linear models

被引:3
|
作者
Yothers, Greg [1 ]
Sampson, Allan R. [2 ]
机构
[1] Univ Pittsburgh, Dept Biostat, Natl Surg Adjuvant Breast & Bowel Project, Pittsburgh, PA 15260 USA
[2] Univ Pittsburgh, Dept Stat, Pittsburgh, PA 15260 USA
关键词
Segmented linear model; Asymptotic simultaneous confidence band; Treatment comparison; Subset selection; REGRESSION;
D O I
10.1016/j.jspi.2010.09.011
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
Consider comparing between two treatments a response variable, whose expectation depends on the value of a continuous covariate in some nonlinear fashion. We fit separate segmented linear models to each treatment to approximate the nonlinear relationship. For this setting, we provide a simultaneous confidence band for the difference between treatments of the expected value functions. The treatments are said to differ significantly on intervals of the covariate where the simultaneous confidence band does not contain zero. We consider segmented linear models where the locations of the changepoints are both known and unknown. The band is obtained from asymptotic results. (C) 2010 Elsevier B.V. All rights reserved.
引用
收藏
页码:1059 / 1068
页数:10
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