Asymptotic exactness of DCA rates for regimes and
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.
Sources & referencesView supporting material
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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