Jw. Helton et al., SPARSITY PATTERNS WITH HIGH RANK EXTREMAL POSITIVE SEMIDEFINITE MATRICES, SIAM journal on matrix analysis and applications, 15(1), 1994, pp. 299-312
This article concerns the positive semidefinite matrices M(+)(G) with
zero entries in prescribed locations; that is, matrices with given spa
rsity graph G. The issue here is the rank of the extremals of the cone
M(+)(G). It was shown in [J. Agler, J. W. Helton, S. McCullough, and
L. Rodman, Linear Algebra Appl., 107 (1988), pp. 101-149] that the key
in constructing high rank extreme points resides in certain atomic gr
aphs G called blocks and superblocks. The k-superblocks are defined to
be sparsity graphs G that contain an extreme point of rank Ic while c
ontaining (in an extremely strong sense) no graph with the same proper
ty. The goal of this article is to write down all graphs that are supe
rblocks. The article succeeds completely for k less than or equal to 4
and it lists necessary conditions in general as well as sufficient co
nditions. The subject is closely related to orthogonal representations
of graphs as studied earlier in [L. Lovasz, M. Saks, and A. Schrijver
, Linear Algebra Appl., 114/115 (1989), pp. 439-454] and in the previo
usly mentioned paper by Alger et al. Indeed, the paper is an extension
of the findings of Alger et al.