6 This paper investigates objective Bayesian variable selection when there is a hier7 archical dependence structure on the inclusion of predictors in the model, that, when 8 ignored, makes the variable selection dependent on how the predictors are coded. In 9 particular, we study the type of dependence found in polynomial response surfaces 10 of orders two and higher. We develop three classes o...