Linearity criterion for the selection of an optimal tree

Linearity criterion for the selection of an optimal tree

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Article ID: iaor2002512
Country: Spain
Volume: 5
Issue: 1
Start Page Number: 127
End Page Number: 142
Publication Date: Jan 1997
Journal: TOP
Authors: , ,
Keywords: decision trees
Abstract:

The aim of this paper is to present a method for selecting the optimal tree among the possible trees that can be generated starting from a data set. Analysis of a quantity criterion is used through the linear combination of the quality measurements of the tree, namely, resubstitution error and linearity. The application of the method leads to a succession of optimal trees, in such a way, that an element of the succession is associated with each possible value of the linear combination's parameter α.

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