Decentralized optimization can reach optimal solutions in fewer iterations than centralized methods for machine learning tasks.
Smooth strongly convex interpo- lation and exact worst-case performance of first-order methods.Mathematical Programming, 161:307–345, 2017
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Accelerating Optimization and Machine Learning through Decentralization
Decentralized optimization can reach optimal solutions in fewer iterations than centralized methods for machine learning tasks.