info:eu-repo/semantics/article
LCMine: An efficient algorithm for mining discriminative regularities and its application in supervised classification
Autor
MILTON GARCÍA BORROTO
JOSE FRANCISCO MARTINEZ TRINIDAD
JESUS ARIEL CARRASCO OCHOA
MIGUEL ANGEL MEDINA PEREZ
Institución
Resumen
In this paper, we introduce an efficient algorithm for mining discriminative regularities on databases with mixed and incomplete data. Unlike previous methods, our algorithm does not apply an a priori discretization on numerical features; it extracts regularities from a set of diverse decision trees, induced with a special procedure. Experimental results show that a classifier based on the regularities obtained by our algorithm attains higher classification accuracy, using fewer discriminative regularities than those obtained by previous pattern-based classifiers. Additionally, we show that our classifier is competitive with traditional and state-of-the-art classifiers.
Materias
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