5 problems
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Conjectured exact finite-iteration behavior of DCA in three curvature regimes
Conjectured exact finite-iteration behavior. If , so that is nonconvex-nonconcave, then
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Exactness of the three sublinear DCA rates
Let denote the first three parameter regimes in the sublinear convergence result for DCA, and let be the number of iterations. Exact-rate conjecture. The DCA rate…
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Asymptotic exactness of DCA rates for regimes and
Asymptotic-rate conjecture. The exact sublinear rates for regimes and correspond to
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Exact finite-iteration convergence rates for DCA regimes through
Finite-iteration tightness conjecture. The DCA rates corresponding to regimes , , and are tight for any number of iterations .
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The primal-dual explanation for differing stationary points in DC optimization
Primal-dual explanation conjecture. This phenomenon is due to the primal-dual nature of the DC algorithm, in contrast to the first-order primal descent of GIST.