paper

Convergence Rate of Projected Subgradient Method with Time-varying Step-sizes

arXiv:2402.10221 · doi:10.1007/s11590-024-02142-9

Abstract

We establish the optimal ergodic convergence rate for the classical projected subgradient method with a time-varying step-size. This convergence rate remains the same even if we slightly increase the weight of the most recent points, thereby relaxing the ergodic sense.

arXiv comment4 pages, Optimization Letters, 2024

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