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Sharp Initialization Guarantees for the Heavy-Ball Method

Liu, Kang et al.
arXiv (All) · Papers
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optimization-and-control
The heavy-ball method can accelerate convergence near the minimizer, but it may also enter persistent oscillations on general strongly convex objectives. How should it be initialized to reliably realize this local advantage? We study the initialization neighborhood in which convergence can be guaran
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