Linear Machine Decision Trees

  • Authors:
  • Paul E. Utgoff;Carla E. Brodley

  • Affiliations:
  • -;-

  • Venue:
  • Linear Machine Decision Trees
  • Year:
  • 1991

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Abstract

This article presents an algorithm for inducing multiclass decision trees with multivariate tests at internal decision nodes. Each test is constructed by training a linear machine and eliminating variables in a controlled manner. Empirical results demonstrate that the algorithm builds small accurate trees across a variety of tasks.