Deriving Attributes

In IBM® SPSS® Modeler, you can use the following Field Operations nodes to derive new attributes:

  • Create new fields derived from existing ones using a Derive node.
  • Create a flag field using a Set to Flag node.

Task List

  • Consider the data requirements for modeling when deriving attributes. Does the modeling algorithm expect a particular type of data, such as numeric? If so, perform the necessary transformations.
  • Do the data need be normalized before modeling?
  • Can missing attributes be constructed using aggregation, averaging, or induction?
  • Based upon your background knowledge, are there important facts (such as length of time spent at the Web site) that can be derived from existing fields?