Optimal designs for comparing several regression curves

被引:0
|
作者
Liu, Chang-Yu [1 ]
Liu, Xin [2 ]
Yue, Rong-Xian [1 ,3 ]
机构
[1] Shanghai Normal Univ, Dept Math, Shanghai 200234, Peoples R China
[2] Donghua Univ, Coll Sci, Shanghai 201620, Peoples R China
[3] Fuyao Univ Sci & Technol, Fac Fdn Curriculum, Fuzhou, Peoples R China
基金
中国国家自然科学基金;
关键词
Optimal designs; Multiple comparison; Equivalence theorems; Reparameterization; SIMULTANEOUS CONFIDENCE BANDS; CONTRASTS; MODELS;
D O I
10.1007/s42952-024-00272-5
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
This article is concerned with the optimal design problem of efficient statistical inference for comparing several regression curves estimated from samples of independent measurements. The objective is to find the mu pc\documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$\mu <^>c_{p}$$\end{document}-optimal designs that minimize an Lp\documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$L_p$$\end{document}-norm of the asymptotic variance of the prediction for the contrasts of k regression curves. General equivalence theorems are established to verify the mu pc\documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$\mu <^>c_p$$\end{document}-optimality in the set of all approximate designs. Invariant property with respect to model reparameterization are also obtained. The results obtained for the linear models are extended to the situation of generalized linear models. Three examples are presented to illustrate the applications of the obtained results.
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页码:906 / 924
页数:19
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