Book Image

IBM SPSS Modeler Cookbook

By : Keith McCormick, Abbott
Book Image

IBM SPSS Modeler Cookbook

By: Keith McCormick, Abbott

Overview of this book

IBM SPSS Modeler is a data mining workbench that enables you to explore data, identify important relationships that you can leverage, and build predictive models quickly allowing your organization to base its decisions on hard data not hunches or guesswork. IBM SPSS Modeler Cookbook takes you beyond the basics and shares the tips, the timesavers, and the workarounds that experts use to increase productivity and extract maximum value from data. The authors of this book are among the very best of these exponents, gurus who, in their brilliant and imaginative use of the tool, have pushed back the boundaries of applied analytics. By reading this book, you are learning from practitioners who have helped define the state of the art. Follow the industry standard data mining process, gaining new skills at each stage, from loading data to integrating results into everyday business practices. Get a handle on the most efficient ways of extracting data from your own sources, preparing it for exploration and modeling. Master the best methods for building models that will perform well in the workplace. Go beyond the basics and get the full power of your data mining workbench with this practical guide.
Table of Contents (11 chapters)
10
Index

Selecting variables using the CHAID Modeling node

In this recipe we will identify and select variables to include as model inputs using the CHAID node.

You will need a copy of Microsoft Excel to visualize and select the chi-square values for each variable.

Getting ready

This recipe uses the datafile cup98lrn_reduced_vars3.sav and the stream recipe_variableselection_chaid.str.

How to do it...

To identify and select variables to include as model inputs using the CHAID node:

  1. Open the stream variableselection_chaid.str by navigating to File | Open Stream and selecting the stream.
  2. Make sure the datafile points to the correct path for the file cup98lrn_reduced_vars3.sav.
  3. Open the Type node named CHAID Types. Notice that there are several variables of type continuous whose direction values have been set to Input, and a single continuous variable has its direction set to Target. The variable set to Target should be the target variable TARGET_B.
  4. Open the node TARGET_B and select the Interactive Model option...