THE COMPLEXITY OF APPROXIMATING A NONLINEAR PROGRAM

Citation
M. Bellare et P. Rogaway, THE COMPLEXITY OF APPROXIMATING A NONLINEAR PROGRAM, Mathematical programming, 69(3), 1995, pp. 429-441
Citations number
31
Categorie Soggetti
Operatione Research & Management Science",Mathematics,"Operatione Research & Management Science",Mathematics,"Computer Science Software Graphycs Programming
Journal title
ISSN journal
00255610
Volume
69
Issue
3
Year of publication
1995
Pages
429 - 441
Database
ISI
SICI code
0025-5610(1995)69:3<429:TCOAAN>2.0.ZU;2-L
Abstract
We consider the problem of finding the maximum of a multivariate polyn omial inside a convex polytope, We show that there is no polynomial ti me approximation algorithm for this problem, even one with a very poor guarantee, unless P = NP. We show that even when the polynomial is qu adratic (i,e, quadratic programming) there is no polynomial time appro ximation unless NP is contained in quasi-polynomial time. Our results rely on recent advances in the theory of interactive proof systems, Th ey exemplify an interesting interplay of discrete and continuous mathe matics - using a combinatorial argument to get a hardness result for a continuous optimization problem.