Stochastic Composite Mirror Descent: Optimal Bounds with High Probabilities

Yunwen Lei, Ke Tang

Neural Information Processing Systems 

We apply the derived computational error bounds to study the generalization performance ofmulti-pass stochastic gradient descent (SGD) ina non-parametric setting.

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