Multinomial logistic regression implies a nominal dependent variable. Anca tilea suggested a reasonable approach for combining separate dummy variables into one variable, though the emphasis was on independent variables, not dependent variables. In that example, the single variable, Race, would have multiple values and would be used as the DEPENDENT variable.
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