Functional Networks and Analysis of Variance for Feature Selection

In this paper a method for feature selection based on analysis of variance and using functional networks as induction algorithm is presented. It follows a backward selection search, but several features are discarded in the same step. The method proposed is compared with two SVM based methods, obtai...

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Hauptverfasser: Sánchez-Maroño, Noelia, Caamaño-Fernández, María, Castillo, Enrique, Alonso-Betanzos, Amparo
Format: Tagungsbericht
Sprache:eng
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Zusammenfassung:In this paper a method for feature selection based on analysis of variance and using functional networks as induction algorithm is presented. It follows a backward selection search, but several features are discarded in the same step. The method proposed is compared with two SVM based methods, obtaining a smaller set of features with a similar accuracy.
ISSN:0302-9743
1611-3349
DOI:10.1007/11875581_123