Abstract
A standard quadratic optimization problems (StQP) asks for the minimal value of a quadratic form over the standard simplex. StQPs form a central NP-hard class in quadratic optimization and have numerous practical applications. In this note we study the case of a separable objective function and propose an algorithm of worst-case complexity \({\mathcal{O}(n\log n)}\) . Some extensions to multi-StQPs and ℓ 1−ball constrained problems are also addressed briefly.
Similar content being viewed by others
References
Bomze, I.M.: Quadratic optimization: standard problems; I—theory (pp. 270–272); II—algorithms (pp. 268–270); III—applications (pp. 266–268). In: Floudas, C.A., Pardalos, P.M. (eds.) Encyclopedia of optimization, vol. 5. Springer, New York (2009)
Bomze I.M., de Klerk E.: Solving standard quadratic optimization problems via linear, semidefinite and copositive programming. J. Glob. Optim. 24, 163–185 (2002)
Bomze I.M., Frommlet F., Rubey M.: Improved SDP bounds for minimizing quadratic functions over the ℓ 1−ball. Optim. Lett. 1, 49–59 (2007)
Bomze I.M., Locatelli M., Tardella F.: New and old bounds for standard quadratic optimization: dominance, equivalence and incomparability. Math. Program. 115, 31–64 (2008)
Bomze I.M., Schachinger W.: Multi-standard quadratic optimization problems: interior point methods and cone programming reformulation. Comput. Optim. Appl. 45, 237–256 (2010)
De Klerk E.: The complexity of optimizing over a simplex, hypercube or sphere: a short survey. Cent. Eur. J. OR 16, 111–125 (2008)
Håstad J.: Clique is hard to approximate within |V|1−ε. Acta Math. 182, 105–142 (1999)
Motzkin T.S., Straus E.G.: Maxima for graphs and a new proof of a theorem of Turán. Can. J. Math. 17, 533–540 (1965)
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Bomze, I.M., Locatelli, M. Separable standard quadratic optimization problems. Optim Lett 6, 857–866 (2012). https://doi.org/10.1007/s11590-011-0309-z
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11590-011-0309-z