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