Rademacher Complexity and Generalization Performance of Multi-category Margin Classifiers

3 Dec 2018Khadija MusayevaFabien LauerYann 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 sample size m and the margin parameter gamma. From a practical point of view, the theoretical analysis of generalization performance contributes to the development of new learning algorithms... (read more)

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