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Question – Catagorical Continuous Interactions

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  • #49199

    Tierradentro
    Participant

    Perhapes a easy question but darned if I can find the answer in my reference books.
     
    If you are looking at the interaction between a continuous and catagorical variable how to you calculate the interactionterm ? I understand if you had two continuous variables the term would of course be X12 = X1 * X2, but how do you create an equivilent term if X2 is in fact a series of dummy coded variables (i.e. 0 or 1)
    I suspect I will feel silly once someone provides an answer..
     
     
     

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    #167788

    Robert Butler
    Participant

      If your categorical variable has only two levels [0,1] then you build the interaction the same way you do for continuous.  If the categorical variable has more than 2 levels then you will need to create a set of dummy variables and build the interaction terms with these.
    For instance, if the categorical has 3 levels 1,2,3 then you will need to build the dummy variables d1 and d2 such that
    If Cat1 = 1 then d1 = 1 and d2 = 0
    If Cat1 = 2 then d1 = 0 and d2 = 1
    If Cat1 = 3 then d1 = 0 and d2 = 0
    Then for the interaction of continuous X1 and Cat1 the terms in the model would be:
    X1*d1 and X1*d2
    and the full model for the regression would be
    Y = fn(X1, d1, d2, X1*d1, X1*d2)
      The book Applied Regression Analysis 2nd Edition by Draper and Smith has a whole section on the use of dummy variables in regression.

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