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Comparison of performance measures for multivariate discrete models
Authors:Nina Meinel
Institution:(1) Chair of Statistics and Econometrics, Friedrich-Alexander-University Erlangen–Nuremberg, Lange Gasse 20, 90403 Nuremberg, Germany
Abstract:For multivariate probit models, Spiess and Tutz suggest three alternative performance measures, which are all based on the decomposition of the variation. The multivariate probit model can be seen as a special case of the discrete copula model. This paper proposes some new measures based on the value of the likelihood function and the prediction-realization table. In addition, it generalizes the measures from Spiess and Tutz for the discrete copula model. Results of a simulation study designed to compare the different measures in various situations are presented.
Keywords:Discrete copula model  Multivariate probit model  Goodness of fit measures  Simulation
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