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Symbolic Class Descriptions

Symbolic Class Descriptions

Studies in classification, data analysis, and knowledge organization, 2002
Abstract
Our aim is to describe a partition of a class by a conjunction of characteristic properties. We use a stepwise top-down binary tree method. At each step we select the best variable and its optimal splitting to optimize simultaneously a discrimination criterion given by a prior partition and a homogeneity criterion. Moreover, this method deals with a data table in which each cell contains a histogram of nominal categories but the method can be extended or reduced to other types of data. The method is illustrated on both simulated data and real data.

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