A theoretical analysis of bagging as a linear combination of classifiers

We apply an analytical framework for the analysis of linearly combined classifiers to ensembles generated by bagging. This provides an analytical model of bagging misclassification probability as a function of the ensemble size, which is a novel result in the literature. Experimental results on real...

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Bibliographische Detailangaben
Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1998. - 30(2008), 7 vom: 12. Juli, Seite 1293-9
1. Verfasser: Fumera, Giorgio (VerfasserIn)
Weitere Verfasser: Fabio, Roli, Alessandra, Serrau
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2008
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article