30 citations · 148 across the 30 of their papers we have counts for
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cs.LG2017★ 5 cited
Convergence of Unregularized Online Learning Algorithms
Yunwen Lei, Lei Shi, Zheng-Chu Guo
In this paper we study the convergence of online gradient descent algorithms in reproducing kernel Hilbert spaces (RKHSs) without regularization. We establish a sufficient conditio…
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…