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Normalization in Support Vector Machines

MPG-Autoren
http://pubman.mpdl.mpg.de/cone/persons/resource/persons83943

Graf,  ABA
Department Empirical Inference, Max Planck Institute for Biological Cybernetics, Max Planck Society;
Department Human Perception, Cognition and Action, Max Planck Institute for Biological Cybernetics, Max Planck Society;

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Zitation

Graf, A. (2001). Normalization in Support Vector Machines. DAGM 2001: Pattern Recognition., 277-282.


Zitierlink: http://hdl.handle.net/11858/00-001M-0000-0013-E212-F
Zusammenfassung
This article deals with various aspects of normalization in the context of Support Vector Machines. We consider fist normalization of the vectors in the input space and point out the inherent limitations. A natural extension to the feature space is then represented by the kernel function normalization. A correction of the position of the Optimal Separating Hyperplane is subsequently introduced so as to suit better these normalized kernels. Numerical experiments finally evaluate the different approaches.