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Request for measures of predictor importance in regression

Technote (troubleshooting)


Problem(Abstract)

I am conducting regression analysis in which there are high correlations among the predictors. I would like to employ the following measures of relative predictor importance: Kruskal's Relative Importance Algorithm; Shapley Value Regression; Penalty and Reward Analysis. Are these techniques available in SPSS?

Resolving the problem

The importance measures that you listed - Kruskal's relative importance, Shapley Value Regression, and Penalty & Reward - are not available in SPSS. A request has been filed with SPSS Development that they be added to a future release of SPSS.

There is an extension command, STATS_RELIMP, available from developerWorks (https://www.ibm.com/developerworks/mydeveloperworks/files/app?lang=en#/person/270002VCWN/file/447acd1f-35ac-43cd-b6d0-39a9f1381a9f) that provides a dialog box interface to the R relaimpo package, which includes several measures of relative importance, including Shapley values, but not Kruskal's measure or Penalty & Reward analysis.


Historical Number

61979

Document information

More support for: SPSS Statistics

Software version: Not Applicable

Operating system(s): Platform Independent

Reference #: 1477686

Modified date: 06 February 2013