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A note on the bias in SVMs for multiclassification
ArticleAbstract: During the usual SVM biclassification learning process, the bias is chosen a posteriori as the valuePalabras claves:bias, Multiclassification, support vector machine (SVM)Autores:Cecilio Angulo Bahón, Gonzalez-Abril L., Ortega J.A., Velasco F.Fuentes:scopusA study on output normalization in multiclass SVMs
ArticleAbstract: The use of binary support vector machines (SVMs) in multi-classification is addressed in this paper.Palabras claves:1-v-r SVM, Convex hull, kernel methods, MulticlassificationAutores:Cecilio Angulo Bahón, Gonzalez-Abril L., Ortega J.A., Velasco F.Fuentes:scopusGSVM: An SVM for handling imbalanced accuracy between classes inbi-classification problems
ArticleAbstract: A new support vector machine, SVM, is introduced, called GSVM, which is specially designed for bi-clPalabras claves:classification, Cost-sensitive schemes, Imbalanced accuracy, Imbalanced databases, SUPPORT VECTOR MACHINESAutores:Cecilio Angulo Bahón, Gonzalez-Abril L., Nuñez H., Velasco F.Fuentes:scopusDual unification of bi-class support vector machine formulations
ArticleAbstract: Support vector machine (SVM) theory was originally developed on the basis of a linearly separable biPalabras claves:Bi-classification, Convex hull, Large margin principle, Optimization, SVMAutores:Cecilio Angulo Bahón, Gonzalez-Abril L., Mallofre A.C., Velasco F.Fuentes:scopusMulti-classification with Tri-class support vector machines. A review
Conference ObjectAbstract: In this article, with the aim to avoid the loss of information that occurs in the usual one-versus-oPalabras claves:Autores:Cecilio Angulo Bahón, Gonzalez-Abril L., Mallofre A.C., Velasco F.Fuentes:scopusUnified dual for bi-class SVM approaches
ArticleAbstract: SVM theory was originally developed on the basis of a separable binary classification problem, and oPalabras claves:Binary classification, Kernels, Large margin principle, QP-problem, SVMAutores:Cecilio Angulo Bahón, Gonzalez-Abril L., Mallofre A.C., Velasco F.Fuentes:scopus