Optimal designs for comparing test treatments with a control utilizing prior information

Bayes A -optimal designs for the one-way and the two-way elimination of heterogeneity models and optimal Γ -minimax designs for the one-way elimination of heterogeneity model for experiments to compare test treatments with a control are given. Properties such as robustness, of these designs are studied. Optimality results are derived in the exact theory setup.