A comparison of decision tree ensemble creation techniques

A comparison of decision tree ensemble creation techniques

We experimentally evaluate bagging and seven other randomization-based approaches to creating an ensemble of decision tree classifiers. Statistical tests were performed on experimental results from 57 publicly available data sets. When cross-validation comparisons were tested for statistical signifi...

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Bibliographische Detailangaben
Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 29(2007), 1 vom: 16. Jan., Seite 173-80
1. Verfasser: Banfield, Robert E (VerfasserIn)
Weitere Verfasser: Hall, Lawrence O, Bowyer, Kevin W, Kegelmeyer, W P
Format: Aufsatz
Sprache:English
Veröffentlicht: 2007
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Comparative Study Evaluation Study Journal Article Research Support, U.S. Gov't, Non-P.H.S.