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math.ST2018
Rademacher Complexity and Generalization Performance of Multi-category Margin Classifiers
Khadija Musayeva, Fabien Lauer, Yann Guermeur
One of the main open problems in the theory of multi-category margin classification is the form of the optimal dependency of a guaranteed risk on the number C of categories, the sa…
cs.LG2018
Combinatorial and Structural Results for gamma-Psi-dimensions
Yann Guermeur
This article deals with the generalization performance of margin multi-category classifiers, when minimal learnability hypotheses are made. In that context, the derivation of a gua…