This article introduces Bayesian extension of ANOVA for the analysis of experimental data in consumer psychology. The approach, called BANOVA, addresses some common challenges that consumer psychologists encounter in their experimental work, and is specifically suited for the analysis of...

This paper is concerned with the spatial representation of market structure calibrated on actual or intended choice data. Previous models developed for that purpose accommodate consumer heterogeneity by estimating parameters for each consumer, typically using the method of maximum likelihood....

Unobserved heterogeneity in random utility choice models can be dealt with by specifying either a multinomial or a normal distribution of the coefficients, leading to finite mixture logit and mixed logit models. Focusing on the former, we show that individual-level estimates and predictions of...