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By accepting additional distributional assumptions on the error terms, the Bayesian method proposed sets the problem in a parametric framework in which these problems are avoided. To test the applicability of the method, we ran two Monte Carlo experiments and applied it to Horowitz's (1993) often studied work\u2010trip mode choice dataset. Compared to previous estimates for the latter dataset, the method proposed leads to a different economic interpretation. 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