78 citations · 412 across the 48 of their papers we have counts for
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stat.ML2017
Total stability of kernel methods
Andreas Christmann, Daohong Xiang, Ding-Xuan Zhou
Regularized empirical risk minimization using kernels and their corresponding reproducing kernel Hilbert spaces (RKHSs) plays an important role in machine learning. However, the ac…
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…