{ "id": "0709.4017", "version": "v3", "published": "2007-09-25T19:27:45.000Z", "updated": "2008-12-07T23:48:11.000Z", "title": "Sufficient and Necessary Conditions for Semidefinite Representability of Convex Hulls and Sets", "authors": [ "J. William Helton", "Jiawang Nie" ], "comment": "28 pages, revised version made on December 7, 2008", "categories": [ "math.OC", "math.AG" ], "abstract": "A set $S\\subseteq \\re^n$ is called to be {\\it Semidefinite (SDP)} representable if $S$ equals the projection of a set in higher dimensional space which is describable by some Linear Matrix Inequality (LMI). The contributions of this paper are: (i) For bounded SDP representable sets $W_1,...,W_m$, we give an explicit construction of an SDP representation for $\\cv{\\cup_{k=1}^mW_k}$. This provides a technique for building global SDP representations from the local ones. (ii) For the SDP representability of a compact convex semialgebraic set $S$, we prove sufficient condition: the boundary $\\bdS$ is positively curved, and necessary condition: $\\bdS$ has nonnegative curvature at smooth points and on nondegenerate corners. This amounts to the strict versus nonstrict quasi-concavity of defining polynomials on those points on $\\bdS$ where they vanish. The gaps between them are $\\bdS$ having positive versus nonnegative curvature and smooth versus nonsmooth points. A sufficient condition bypassing the gaps is when some defining polynomials of $S$ are sos-concave. (iii) For the SDP representability of the convex hull of a compact nonconvex semialgebraic set $T$, we find that the critical object is $\\pt_cT$, the maximum subset of $\\pt T$ contained in $\\pt \\cv{T}$. We prove sufficient conditions for SDP representability: $\\pt_cT$ is positively curved, and necessary conditions: $\\pt_cT$ has nonnegative curvature at smooth points and on nondegenerate corners. The gaps between them are similar to case (ii). The positive definite Lagrange Hessian (PDLH) condition is also discussed.", "revisions": [ { "version": "v3", "updated": "2008-12-07T23:48:11.000Z" } ], "analyses": { "keywords": [ "necessary condition", "convex hull", "semidefinite representability", "sufficient condition", "sdp representability" ], "note": { "typesetting": "TeX", "pages": 28, "language": "en", "license": "arXiv", "status": "editable", "adsabs": "2007arXiv0709.4017H" } } }