{ "id": "1510.01163", "version": "v1", "published": "2015-10-05T14:13:47.000Z", "updated": "2015-10-05T14:13:47.000Z", "title": "On the convergence rate of grid search for polynomial optimization over the simplex", "authors": [ "Etienne de Klerk", "Monique Laurent", "Zhao Sun", "Juan C. Vera" ], "comment": "10 pages, 2 tables", "categories": [ "math.OC" ], "abstract": "We consider the approximate minimization of a given polynomial on the standard simplex, obtained by taking the minimum value over all rational grid points with given denominator ${r} \\in \\mathbb{N}$. It was shown in [De Klerk, E., Laurent, M., Sun, Z.: An error analysis for polynomial optimization over the simplex based on the multivariate hypergeometric distribution. {\\em SIAM J. Optim.} 25(3) 1498--1514 (2015)] that the relative accuracy of this approximation depends on $r$ as $O(1/r^2)$ if there exists a rational global minimizer. In this note we show that the rational minimizer condition is not necessary to obtain the $O(1/r^2)$ bound.", "revisions": [ { "version": "v1", "updated": "2015-10-05T14:13:47.000Z" } ], "analyses": { "subjects": [ "90C30", "90C60" ], "keywords": [ "polynomial optimization", "grid search", "convergence rate", "rational global minimizer", "multivariate hypergeometric distribution" ], "note": { "typesetting": "TeX", "pages": 10, "language": "en", "license": "arXiv", "status": "editable" } } }