30 citations · 82 across the 7 of their papers we have counts for
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cs.LG2017
Data-dependent Generalization Bounds for Multi-class Classification
Yunwen Lei, Urun Dogan, Ding-Xuan Zhou +1
In this paper, we study data-dependent generalization error bounds exhibiting a mild dependency on the number of classes, making them suitable for multi-class learning with a large…
cs.LG2015★ 30 cited
Multi-class SVMs: From Tighter Data-Dependent Generalization Bounds to Novel Algorithms
Yunwen Lei, Ürün Dogan, Alexander Binder +1
This paper studies the generalization performance of multi-class classification algorithms, for which we obtain, for the first time, a data-dependent generalization error bound wit…