ELFVING THEOREM;
C-OPTIMAL DESIGNS;
A-OPTIMAL DESIGNS;
MODEL ROBUST DESIGNS;
GEOMETRIC CHARACTERIZATIONS OF OPTIMAL DESIGNS;
D O I:
10.1214/aos/1176349149
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:
We consider a model robust version of the c-optimality criterion minimizing a weighted product with factors corresponding to the variances of the least squares estimates for linear combinations of the parameters in different models. A generalization of Elfving's theorem is proved for the optimal designs with respect to this criterion by an application of an equivalence theorem for mixtures of optimality criteria. As a special case an Elfving theorem for the D-optimal design problem is obtained. In the case of identical models the connection between the A-optimality criterion and the model robust criterion is investigated. The geometric characterizations of the optimal designs are illustrated by a couple of examples.