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Extreme Learning Machine (ELM) is a single-hidden-layer feedforward neural network which has been applied into many real world pattern classification problems. Recently, ELMs have been built in an automatic way through evolutionary algorithms. Most works, nonetheless, do not uses all population obtained, but choose only one individual in the last generation. In an attempt to improve performance, an...
This paper explores the automatic construction of multiple classifiers systems using the selection method. The automatic method proposed is composed by two phases: one for designing the individual classifiers and one for clustering patterns of training set and search specialized classifiers for each cluster found. The performed experiments adopted the artificial neural networks in the classification...
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