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Optimal SVM parameter selection for non-separable and unbalanced datasets

This article presents a study of three validation metrics used for the selection of optimal parameters of a support vector machine (SVM) classifier in the case of non-separable and unbalanced datasets. This situation is often encountered when the data is obtained experimentally or clinically. The th...

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Detalhes bibliográficos
Main Authors: Jiang, Peng, Missoum, Samy, Chen, Zhao
Formato: Artigo
Idioma:Inglês
Publicado em: 2014
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC4170691/
https://ncbi.nlm.nih.gov/pubmed/25258621
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1007/s00158-014-1105-z
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