Reviews: Stochastic Three-Composite Convex Minimization
–Neural Information Processing Systems
In this paper the authors proposed a stochastic optimization algorithm, STCM, for a three composite convex minimization problems. This problem can be write the sum of two proper, lower semicontinuous convex functions and a smooth function with restricted strong convexity. This work is based on the deterministic three operator splitting method proposed by Davis and Yin. The almost surely convergence and a convergence rate are established. Major comments: (1) The main result is quite clear, but lacks the support in details for important aspects. For example, it would be better to show some intuition of the proposed algorithm.
Neural Information Processing Systems
Jan-20-2025, 12:04:13 GMT
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