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Home > Statistics Every Writer Should Know > The Stats Board > Discusssion

logistic regression question
Message posted by Tina Hong on January 3, 2000 at 12:00 AM (ET)

Hello, My question is: Can you determine how much each independent variable uniquely contributes to the model using logistic regression? Any response or information including web links would be greatly appreciated.

Thanks in advance


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Re: logistic regression question
Message posted by Jack Tomsky on January 4, 2000 at 12:00 AM (ET)

There are different parametrizations of a logistic regression. Let Y be either 0 or 1 and suppose the model is of the form, Y = z(X1, X2, ..., Xn)/[1+z(X1, X2, ..., Xn)], where z(X1, X2, ..., Xn) = exp(sum(ai*Xi)).

Then the contribution by the i-th factor is the sum of squares of the n Xi's about Xibar, times the square of the estimated coefficient ai.



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