An optimal algorithm for stochastic strongly-convex optimization

Mathematics – Optimization and Control

Scientific paper

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Scientific paper

We consider stochastic convex optimization with a strongly convex (but not
necessarily smooth) objective. We give an algorithm which performs only
gradient updates with optimal rate of convergence.

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