A Second-order Look at Stability and Generalization.
COLT(2017)
摘要
Using differentiability assumptions on the loss function and a concentration inequality for bounded second order differences it is shown that the generalization error for classification with L2 regularisation obeys a Bernstein-type inequality.
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