26 citations · 61 across the 5 of their papers we have counts for
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cs.LG2015★ 9 cited
Learning with Group Invariant Features: A Kernel Perspective
Youssef Mroueh, Stephen Voinea, Tomaso Poggio
We analyze in this paper a random feature map based on a theory of invariance I-theory introduced recently. More specifically, a group invariant signal signature is obtained throug…
cs.LG2011★ 26 cited
Online Learning, Stability, and Stochastic Gradient Descent
Tomaso Poggio, Stephen Voinea, Lorenzo Rosasco
In batch learning, stability together with existence and uniqueness of the solution corresponds to well-posedness of Empirical Risk Minimization (ERM) methods; recently, it was pro…