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stat.ML2020★ 7 cited
Large scale analysis of generalization error in learning using margin based classification methods
Hanwen Huang, Qinglong Yang
Large-margin classifiers are popular methods for classification. We derive the asymptotic expression for the generalization error of a family of large-margin classifiers in the lim…
stat.ML2019★ 1 cited
Large dimensional analysis of general margin based classification methods
Hanwen Huang, Qinglong Yang
Margin-based classifiers have been popular in both machine learning and statistics for classification problems. Since a large number of classifiers are available, one natural quest…