Assessing the relative strength of driver variables in a multivariate logistic regression - RunSubmit.com most recent 30 from http://www.runsubmit.com2010-07-29T20:03:31Zhttp://www.runsubmit.com/feeds/question/218http://www.creativecommons.org/licenses/by-nc/2.5/rdfhttp://www.runsubmit.com/questions/218/assessing-the-relative-strength-of-driver-variables-in-a-multivariate-logistic-reAssessing the relative strength of driver variables in a multivariate logistic regressionToloc2010-02-04T10:07:07Z2010-03-08T21:43:08Z
<p>Hello,</p>
<p>Which method do you use to assess the relative strength of each driver in a multivariate logistic regression ? This is very useful to show this on a pie chart to a non modeller audience.</p>
<p>Kind regards,</p>
<p>Toloc</p>
http://www.runsubmit.com/questions/218/assessing-the-relative-strength-of-driver-variables-in-a-multivariate-logistic-re/220#220Answer by jay.l.stevens for Assessing the relative strength of driver variables in a multivariate logistic regressionjay.l.stevens2010-02-09T13:15:47Z2010-02-09T13:15:47Z<p>@Toloc, One of the easy things to do after-the-fact might be to generate and visualize a straight correlation coefficient between the input variables and the output of the regression. Although its not perfect, it might be a good place to start and would give you at least a sense of which variables might be contributing to the final output of the model.</p>
http://www.runsubmit.com/questions/218/assessing-the-relative-strength-of-driver-variables-in-a-multivariate-logistic-re/221#221Answer by BMiner for Assessing the relative strength of driver variables in a multivariate logistic regressionBMiner2010-02-10T22:45:43Z2010-02-10T22:45:43Z<p>How about an odds ratio? or plot (table) the probability of Y=1 holding all other variables at their means - except the one you are showing, which you show the probability of Y=1 at meaningful values (maybe just the quartiles or 0/1 depending on the data type).</p>
http://www.runsubmit.com/questions/218/assessing-the-relative-strength-of-driver-variables-in-a-multivariate-logistic-re/223#223Answer by Mark Lamias for Assessing the relative strength of driver variables in a multivariate logistic regressionMark Lamias2010-03-08T21:43:08Z2010-03-08T21:43:08Z<p>Why not use the standardized regression coefficients? These will assess the average change in the dependent variable for a one unit change in the given beta. This is an indicator of the impact of the dependent variable, holding all other variables constant.</p>