On maximization of quadratic form over intersection of ellipsoids with common center

Citation
A. Nemirovski et al., On maximization of quadratic form over intersection of ellipsoids with common center, MATH PROGR, 86(3), 1999, pp. 463-473
Citations number
5
Categorie Soggetti
Mathematics
Journal title
MATHEMATICAL PROGRAMMING
ISSN journal
00255610 → ACNP
Volume
86
Issue
3
Year of publication
1999
Pages
463 - 473
Database
ISI
SICI code
0025-5610(199912)86:3<463:OMOQFO>2.0.ZU;2-N
Abstract
We demonstrate that if A(1),..., A(m) are symmetric positive semidefinite n x n matrices with positive definite sum and A is an arbitrary symmetric n x n matrix, then the relative accuracy, in terms of the optimal value, of t he semidefinite relaxation [GRAPHICS] of the optimization program x(T) Ax --> max \ x(T) A(i)x less than or equal to 1, i = 1, ..., m (P) is not worse than 1 - 1/2 ln(2m(2)). It is shown that this bound is sharp i n order, as far as the dependence on m is concerned, and that a feasible so lution x to (P) with xT Ax greater than or equal to Opt(SDP)/2 ln(2m(2)) can be found efficiently. This somehow improves one of the results of Neste rov [4] where bound similar to (*) is established for the case when all A(i ) are of rank 1.