Determination of Global Minima of Some Common Validation Functions in Support Vector Machine

Abstract

Tuning of the regularization parameter <i>C</i> is a well-known process in the implementation of a support vector machine (SVM) classifier. Such a tuning process uses an appropriate validation function whose value, evaluated over a validation set, has to be optimized for the determination of the optimal <i>C</i>. Unfortunately, most common validation… (More)
DOI: 10.1109/TNN.2011.2106219

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