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cs.LG2008
A Quadratic Loss Multi-Class SVM
Emmanuel Monfrini, Yann Guermeur
Using a support vector machine requires to set two types of hyperparameters: the soft margin parameter C and the parameters of the kernel. To perform this model selection task, the…
cs.LG2007
Scale-sensitive Psi-dimensions: the Capacity Measures for Classifiers Taking Values in R^Q
Yann Guermeur
Bounds on the risk play a crucial role in statistical learning theory. They usually involve as capacity measure of the model studied the VC dimension or one of its extensions. In c…