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Erschienen in:
2005 | OriginalPaper | Buchkapitel
A General Procedure for Combining Binary Classifiers and Its Performance Analysis
verfasst von : Hai Zhao, Bao-Liang Lu
Erschienen in: Advances in Natural Computation
Verlag: Springer Berlin Heidelberg
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A general procedure for combining binary classifiers for multiclass classification problems with one-against-one decomposition policy is presented in this paper. Two existing schemes, namely the min-max combination and the most-winning combination, may be regarded as its two special cases. We show that the accuracy of the combination procedure will increase and time complexity will decrease as its main parameter increases under a proposed selection algorithm. The experiments verify our main results, and our theoretical analysis gives a valuable criterion for choosing different schemes of combining binary classifiers.