Details

Autor(en) / Beteiligte

• Perez-Cruz, F.
• Navia-Vazquez, A.
• Alarcon-Diana, P.L.
• Artes-Rodriguez, A.

Titel

Support vector classifier with hyperbolic tangent penalty function

Ist Teil von

• 2000 IEEE International Conference on Acoustics, Speech, and Signal Processing. Proceedings (Cat. No.00CH37100), 2000, Vol.6, p.3458-3461 vol.6

Ort / Verlag

IEEE

Erscheinungsjahr

2000

Quelle

IEL

Beschreibungen/Notizen

• The support vector classifier is a new tool to solve classification problems, giving the classification boundary as a linear combination of the training samples. In non-separable problems with highly overlapped classes, the achieved classifiers are oversized. In this paper, we proposed to change the support vector classifier penalty function by an hyperbolic tangent one, obtaining as a result of the training phase a reduced support vector classifier with the same performance as the original one.