30 citations · 148 across the 30 of their papers we have counts for
3 papers · 1 filter
Local Rademacher Complexity Bounds based on Covering Numbers
Yunwen Lei, Lixin Ding, Yingzhou Bi
This paper provides a general result on controlling local Rademacher complexities, which captures in an elegant form to relate the complexities with constraint on the expected norm…
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…
Localized Multiple Kernel Learning---A Convex Approach
Yunwen Lei, Alexander Binder, Ürün Dogan +1
We propose a localized approach to multiple kernel learning that can be formulated as a convex optimization problem over a given cluster structure. For which we obtain generalizati…