1.0 - 8.00 - Shapley Value Functions Example 2: nPath Creates ShapleyGenerateCombination Input - Teradata Vantage

Teradata® Vantage Machine Learning Engine Analytic Function Reference

Product
Teradata Vantage
Release Number
1.0
8.00
Release Date
May 2019
Content Type
Programming Reference
Publication ID
B700-4003-098K
Language
English (United States)

This example shows how to calculate Shapley Values using nPath to create the input to the ShapleyGenerateCombination function in the Shapley Value feature, using these steps:

  1. Use nPath to create conversion counts.
  2. Use nPath to create total counts.
  3. Compute the Shapley value for each player (CVS).
  4. Compute the augmented characteristic value table (ACVS).
  5. Compute the unnormalized Shapley values from the CVS and ACVS.