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Communication Dans Un Congrès Année : 2020

A second order cone characterization for sums of nonnegative circuits

Victor Magron
Jie Wang
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Résumé

The second-order cone is a class of simple convex cones and optimizing over them can be done more efficiently than with semidefinite programming. It is interesting both in theory and in practice to investigate which convex cones admit a representation using second-order cones, given that they have a strong expressive ability. In this paper, we prove constructively that the cone of sums of nonnegative circuits (SONC) admits a second-order cone representation. Based on this, we give a new algorithm to compute SONC decompositions for certain classes of nonnegative polynomials via second-order cone programming. Numerical experiments demonstrate the efficiency of our algorithm for polynomials with a fairly large size.

Dates et versions

hal-02473446 , version 1 (10-02-2020)

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Victor Magron, Jie Wang. A second order cone characterization for sums of nonnegative circuits. 45th International Symposium on Symbolic and Algebraic Computation (ISSAC'20), Jul 2020, Virtual, Greece. pp.450-457, ⟨10.1145/3373207.3404033⟩. ⟨hal-02473446⟩
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