If an experimenter wants to determine the degree of a polynomial regression
on the basis of a sample of observations, Anderson (1962) showed that the
following method is optimal. Starting with the highest (specified) degree t
he procedure is to test in sequence whether the coefficients are 0. In this
paper optimal designs for Anderson's procedure are described explicitly. T
he optimal design maximizes the minimum power of a given set of alternative
s.