On the smart trees and competence areas based decision forest

Abstract

In this paper, we propose a new approach to decision forest building based on the use of the areas of competence of individual decision trees which are thoroughly trained. We offer two main strategies for the use of a set of decision trees. The first strategy is to use the best decision tree, except the case of his incompetence. The second strategy uses a weighted voting of trees which is organized by a special way.