Asymptotic exactness of DCA rates for regimes and
Let be the smoothness parameters and the strong-convexity or hypoconvexity parameters of the two DCA terms, and assume
Let and be the regimes whose domains are defined in the paper's one-step regime table, let and , and let be sufficiently large. Define
Asymptotic-rate conjecture. The exact sublinear rates for regimes and correspond to
where and is independent of .
The conjecture addresses the asymptotic sharpness of the sublinear DCA rates in the two regimes where numerical investigations indicate that the finite-iteration bounds are not tight beyond one iteration. The leading constants are proposed explicitly, but the additive term remains unidentified.
References
Primary source
Teodor Rotaru, Panagiotis Patrinos and François Glineur, “Improved convergence rates for the Difference-of-Convex algorithm”, arXiv:2403.16864 (2024).
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