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arxiv: 1709.08239 · v1 · pith:PVCEO3RKnew · submitted 2017-09-24 · 🧮 math.OC

Visualization of the {ε}-Subdifferential of Piecewise Linear-Quadratic Functions

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keywords functionsubdifferentialcomputingconvexepsilonfunctionslinear-quadraticnumerical
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Computing explicitly the {\epsilon}-subdifferential of a proper function amounts to computing the level set of a convex function namely the conjugate minus a linear function. The resulting theoretical algorithm is applied to the the class of (convex univariate) piecewise linear-quadratic functions for which existing numerical libraries allow practical computations. We visualize the results in a primal, dual, and subdifferential views through several numerical examples. We also provide a visualization of the Br{\o}ndsted-Rockafellar Theorem.

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