Optimal designs for a growth curve model

被引:8
作者
Chang, FC
Lay, CF
机构
[1] Natl Sun Yat Sen Univ, Dept Appl Math, Kaohsiung 804, Taiwan
[2] Cathay Life Insurance, Taipei 106, Taiwan
关键词
approximate and exact design; growth curve; D-; A-; E-optimal design; equivalence theorem; Chebyshev system;
D O I
10.1016/S0378-3758(01)00255-5
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
Sober and Wild (Nonlinear Regression, Wiley, New York (1989) 343) considered the nonlinear fitting problem for a growth curve model E(Y\x) = beta(0) + beta(1)x + beta(2)x(alpha). In this paper, we will determine the D-, A- and E-optimal designs for this model, with,7, known, on the interval [a, b], a < b. If a greater than or equal to 0 and alpha > 1, then the D-, A- and E-optimal designs are supported on three points including the two end-points and one interior point of [a, b]. Moreover, the D-and E-optimal designs share the same support points. If b = - a = 1 and x = 2,3,..., then the D-, A- and E-optinial designs are symmetrically supported on four points including the two end-points. For the interval of the form [a, 1] (-1 less than or equal to a < 0), and alpha = 2,3,..., the optimal designs are supported on either three or four points. Moreover, the exact n-point D-optimal designs are shown numerically to be supported at the support of the approximate D-optimal designs if a greater than or equal to -1/2, alpha greater than or equal to 2 and n greater than or equal to 3. (C) 2002 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:427 / 438
页数:12
相关论文
共 14 条
[1]  
[Anonymous], OPTIMAL DESIGN EXPT
[2]  
BROOKS MA, 1974, BIOMETRIKA, V61, P109
[3]  
Fedorov VV., 1972, THEORY OPTIMAL EXPT
[4]   ON D-OPTIMALITY OF EXACT LINEAR-REGRESSION DESIGNS WITH MINIMUM SUPPORT [J].
GAFFKE, N .
JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 1987, 15 (02) :189-204
[5]  
KARLIN S, 1966, TCHEBYCHEFF SYSTEM A
[6]   GENERAL EQUIVALENCE THEORY FOR OPTIMUM DESIGNS (APPROXIMATE THEORY) [J].
KIEFER, J .
ANNALS OF STATISTICS, 1974, 2 (05) :849-879
[7]  
Kiefer J, 1960, Canadian Journal of Mathematics, V12, P363, DOI [10.4153/CJM-1960-030-4, DOI 10.4153/CJM-1960-030-4]
[8]   OPTIMAL WEIGHTS FOR EXPERIMENTAL-DESIGNS ON LINEARLY INDEPENDENT SUPPORT-POINTS [J].
PUKELSHEIM, F ;
TORSNEY, B .
ANNALS OF STATISTICS, 1991, 19 (03) :1614-1625
[9]   E-OPTIMAL DESIGNS FOR POLYNOMIAL REGRESSION [J].
PUKELSHEIM, F ;
STUDDEN, WJ .
ANNALS OF STATISTICS, 1993, 21 (01) :402-415
[10]  
Seber G. A. F., 1989, Nonlinear Regression