English

A Gramian Description of the Degree 4 Generalized Elliptope

Optimization and Control 2019-03-26 v2

Abstract

One of the most widely studied convex relaxations in combinatorial optimization is the relaxation of the cut polytope CN\mathscr C^N to the elliptope EN\mathscr E^N, which corresponds to the degree 2 sum-of-squares (SOS) relaxation of optimizing a quadratic form over the hypercube {±1}N\{\pm 1\}^N. We study the extension of this classical idea to degree 4 SOS, which gives an intermediate relaxation we call the degree 4 generalized elliptope E4N\mathscr E_4^N. Our main result is a necessary and sufficient condition for the Gram matrix of a collection of vectors to belong to E4N\mathscr E_4^N. Consequences include a tight rank inequality between degree 2 and degree 4 pseudomoment matrices, and a guarantee that the only extreme points of EN\mathscr E^N also in E4N\mathscr E_4^N are the cut matrices; that is, EN\mathscr E^N and E4N\mathscr E_4^N share no "spurious" extreme point. For Gram matrices of equiangular tight frames, we give a simple criterion for membership in E4N\mathscr{E}_4^N. This yields new inequalities satisfied in E4N\mathscr{E}_4^N but not EN\mathscr{E}^N whose structure is related to the Schl\"{a}fli graph and which cannot be obtained as linear combinations of triangle inequalities. We also give a new proof of the restriction to degree 4 of a result of Laurent showing that E4N\mathscr{E}_4^N does not satisfy certain cut polytope inequalities capturing parity constraints. Though limited to this special case, our proof of the positive semidefiniteness of Laurent's pseudomoment matrix is short and elementary. Our techniques also suggest that membership in E4N\mathscr{E}_4^N is closely related to the partial transpose operation on block matrices, which has previously played an important role in the study of quantum entanglement. To illustrate, we present a correspondence between certain entangled bipartite quantum states and the matrices of E4NCN\mathscr{E}_4^N\setminus\mathscr{C}^N.

Keywords

Cite

@article{arxiv.1812.11583,
  title  = {A Gramian Description of the Degree 4 Generalized Elliptope},
  author = {Afonso S. Bandeira and Dmitriy Kunisky},
  journal= {arXiv preprint arXiv:1812.11583},
  year   = {2019}
}

Comments

v2: Fix minor inaccuracies in cited results of Gerzon and Li/Tam; add link to code for computer-assisted portion