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20102026
most citedTowards A Deeper Geometric, Analytic and Algorithmic Understanding of Margins

16 citations · 42 across the 20 of their papers we have counts for

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Showing 2021Show all

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math.OC2021

Affine invariant convergence rates of the conditional gradient method

Javier Pena

We show that the conditional gradient method for the convex composite problem \[\min_x\{f(x) + Ψ(x)\}\] generates primal and dual iterates with a duality gap converging to zero pro…

math.OC2021

Linear convergence of the Douglas-Rachford algorithm via a generic error bound condition

Javier Peña, Juan C. Vera, Luis F. Zuluaga

We provide new insight into the convergence properties of the Douglas-Rachford algorithm for the problem , where and are convex functions. Our approac…