An Analysis of Constant Step Size SGD in the Non-convex Regime: Asymptotic Normality and Bias

14 Jun 2020Lu YuKrishnakumar BalasubramanianStanislav VolgushevMurat A. Erdogdu

Structured non-convex learning problems, for which critical points have favorable statistical properties, arise frequently in statistical machine learning. Algorithmic convergence and statistical estimation rates are well-understood for such problems... (read more)

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