O. David, OPTIMAL DESIGNS FOR COMPARING SEVERAL TREATMENTS WITH A CONTROL IN THE PRESENCE OF EXPLANATORY VARIABLES, Statistics, 25(4), 1994, pp. 325-331
We consider an experiment with blocks of equal size involving some qua
litative treatments, one of which is a control treatment, and some con
trolled explanatory variables that can vary only from one block to ano
ther. The assumed model includes interactions between treatments and e
xplanatory variables. The objective of the experiment is to compare th
e mean responses of the treatments with the mean response of the contr
ol for all possible values of the explanatory variables. First, condit
ions for a design to be optimal are established in the set-up of exact
design theory. Then, the construction of designs that satisfy these c
onditions is studied. Conditions for a design to be optimal under seve
ral models are also given. Finally, an example is presented.