Abstract
Hyperbolic polynomials are real polynomials whose real hypersurfaces are maximally nested ovaloids, the innermost of which is convex. These polynomials appear in many areas of mathematics, including optimization, combinatorics and differential equations. Here we investigate the special connection between a hyperbolic polynomial and the set of polynomials that interlace it. This set of interlacers is a convex cone, which we write as a linear slice of the cone of nonnegative polynomials. In particular, this allows us to realize any hyperbolicity cone as a slice of the cone of nonnegative polynomials. Using a sums of squares relaxation, we then approximate a hyperbolicity cone by the projection of a spectrahedron. A multiaffine example coming from the Vámos matroid shows that this relaxation is not always exact. Using this theory, we characterize the real stable multiaffine polynomials that have a definite determinantal representation and construct one when it exists.
Similar content being viewed by others
References
Brändén, P.: Polynomials with the half-plane property and matroid theory. Adv. Math. 216(1), 302–320 (2007)
Brändén, P.: Obstructions to determinantal representability. Adv. Math. 226(2), 1202–1212 (2011)
Brualdi, R., Schneider, H.: Determinantal identities: Gauss, Schur, Cauchy, Sylvester, Kronecker, Jacobi, Binet, Laplace, Muir, and Cayley. Linear Algebra Appl. 52(53), 769–791 (1983)
Choe, Y., Oxley, J., Sokal, A., Wagner, D.: Homogeneous multivariate polynomials with the half-plane property. Adv. Appl. Math. 32(1–2), 88–187 (2004)
Fisk, S.: Polynomials, roots, and interlacing (book manuscript, unpublished). arXiv:0612833
Gårding, L.: An inequality for hyperbolic polynomials. J. Math. Mech. 8, 957–965 (1959)
Güler, O.: Hyperbolic polynomials and interior point methods for convex programming. Math. Oper. Res. 22(2), 350–377 (1997)
Helton, J.W., Vinnikov, V.: Linear matrix inequality representation of sets. Commun. Pure Appl. Math. 60(5), 654–674 (2007)
Netzer, T., Plaumann, D., Thom, A.: Determinantal representations and the hermite matrix. arXiv:1108.4380 (2011)
Netzer, T., Sanyal, R.: Smooth hyperbolicity cones are spectrahedral shadows. arXiv:1208.0441 (2012)
Parrilo, P., Saunderson, J.: Polynomial-sized semidefinite representations of derivative relaxations of spectrahedral cones. arXiv:1208.1443 (2012)
Plaumann, D., Vinzant, C.: Determinantal representations of hyperbolic plane curves: an elementary approach. J. Symb. Comput. 57, 48–60 (2013)
Rahman, Q.I., Schmeisser, G.: Analytic Theory of Polynomials. London Mathematical Society Monographs. New series, vol. 26. The Clarendon Press Oxford University Press, Oxford (2002)
Renegar, J.: Hyperbolic programs, and their derivative relaxations. Found. Comput. Math. 6(1), 59–79 (2006)
Reznick, B.: Uniform denominators in Hilbert’s seventeenth problem. Math. Z. 220(1), 75–97 (1995)
Sanyal, R.: On the derivative cones of polyhedral cones. arXiv:1105.2924 (2011)
Shafarevich, I.R.: Basic algebraic geometry. 1. Springer-Verlag, Berlin, second edn., 1994. Varieties in projective space, translated from the 1988 Russian edition and with notes by Miles Reid
Vinnikov, V.: LMI representations of convex semialgebraic sets and determinantal representations of algebraic hypersurfaces: past, present, and future. arXiv:1205.2286 (2011)
Vinzant, C.: Real radical initial ideals. J. Algebra 352, 392–407 (2012)
Wagner, D.G.: Multivariate stable polynomials: theory and applications. Bull. Amer. Math. Soc. (N.S.) 48, 53–84 (2011)
Wagner, D.G., Wei, Y.: A criterion for the half-plane property. Discrete Math. 309(6), 1385–1390 (2009)
Acknowledgments
We would like to thank Alexander Barvinok, Petter Brändén, Tim Netzer, Rainer Sinn, and Victor Vinnikov for helpful discussions on the subject of this paper. Daniel Plaumann was partially supported by a Feodor Lynen return fellowship of the Alexander von Humboldt-Foundation. Cynthia Vinzant was partially supported by the National Science Foundation RTG grant DMS-0943832 and award DMS-1204447.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Kummer, M., Plaumann, D. & Vinzant, C. Hyperbolic polynomials, interlacers, and sums of squares. Math. Program. 153, 223–245 (2015). https://doi.org/10.1007/s10107-013-0736-y
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10107-013-0736-y