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Equivariant Semidefinite Lifts of Regular Polygons

Author

Listed:
  • Hamza Fawzi

    (Department of Applied Mathematics and Theoretical Physics, University of Cambridge, Cambridge CB3 0WA, United Kingdom)

  • James Saunderson

    (Department of Electrical and Computer Systems Engineering, Monash University, Victoria 3800, Australia)

  • Pablo A. Parrilo

    (Laboratory for Information and Decision Systems, Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139)

Abstract

Given a polytope P ⊂ ℝ n , we say that P has a positive semidefinite lift (psd lift) of size d if one can express P as the projection of an affine slice of the d × d positive semidefinite cone. Such a representation allows us to solve linear optimization problems over P using a semidefinite program of size d and can be useful in practice when d is much smaller than the number of facets of P . If a polytope P has symmetry, we can consider equivariant psd lifts, i.e., those psd lifts that respect the symmetries of P . One of the simplest families of polytopes with interesting symmetries is regular polygons in the plane. In this paper, we give tight lower and upper bounds on the size of equivariant psd lifts for regular polygons. We give an explicit construction of an equivariant psd lift of the regular 2 n -gon of size 2 n − 1, and we prove that our construction is essentially optimal by proving a lower bound on the size of any equivariant psd lift of the regular N -gon that is logarithmic in N . Our construction is exponentially smaller than the (equivariant) psd lift obtained from the Lasserre/sum-of-squares hierarchy, and it also gives the first example of a polytope with an exponential gap between equivariant psd lifts and equivariant linear programming lifts.

Suggested Citation

  • Hamza Fawzi & James Saunderson & Pablo A. Parrilo, 2017. "Equivariant Semidefinite Lifts of Regular Polygons," Mathematics of Operations Research, INFORMS, vol. 42(2), pages 472-494, May.
  • Handle: RePEc:inm:ormoor:v:42:y:2017:i:2:p:472-494
    DOI: 10.1287/moor.2016.0813
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    References listed on IDEAS

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    1. João Gouveia & Pablo A. Parrilo & Rekha R. Thomas, 2013. "Lifts of Convex Sets and Cone Factorizations," Mathematics of Operations Research, INFORMS, vol. 38(2), pages 248-264, May.
    2. Kanstantsin Pashkovich, 2014. "Tight Lower Bounds on the Sizes of Symmetric Extensions of Permutahedra and Similar Results," Mathematics of Operations Research, INFORMS, vol. 39(4), pages 1330-1339, November.
    3. João Gouveia & Rekha Thomas, 2012. "Convex Hulls of Algebraic Sets," International Series in Operations Research & Management Science, in: Miguel F. Anjos & Jean B. Lasserre (ed.), Handbook on Semidefinite, Conic and Polynomial Optimization, chapter 0, pages 113-138, Springer.
    4. Aharon Ben-Tal & Arkadi Nemirovski, 2001. "On Polyhedral Approximations of the Second-Order Cone," Mathematics of Operations Research, INFORMS, vol. 26(2), pages 193-205, May.
    5. Gouveia, J. & Laurent, M. & Parrilo, P. & Thomas, R., 2012. "A new semidefinite programming relaxation for cycles in binary matroids and cuts in graphs," Other publications TiSEM e401fbec-2d81-4e04-9563-7, Tilburg University, School of Economics and Management.
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