Questionnaires for adaptive choice-based conjoint analysis aim at minimizing some measure of the uncer- tainty associated with estimates of preference parameters (e.g. partworths). Bayesian approaches to conjoint analysis quantify this uncertainty with a multivariate distribution that is updated...