On semidefinite bounds for maximization of a non-convex quadratic objective over the unit ball
RAIRO - Operations Research - Recherche Opérationnelle, Tome 40 (2006) no. 3, pp. 253-265
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We consider the non-convex quadratic maximization problem subject to the unit ball constraint. The nature of the norm structure makes this problem extremely hard to analyze, and as a consequence, the same difficulties are encountered when trying to build suitable approximations for this problem by some tractable convex counterpart formulations. We explore some properties of this problem, derive SDP-like relaxations and raise open questions.
DOI :
10.1051/ro:2006023
Keywords:
non-convex quadratic optimization, L1-norm constraint, semidefinite programming relaxation, duality
@article{RO_2006__40_3_253_0,
author = {Pinar, Mustafa \c{C}. and Teboulle, Marc},
title = {On semidefinite bounds for maximization of a non-convex quadratic objective over the $\ell _1$ unit ball},
journal = {RAIRO - Operations Research - Recherche Op\'erationnelle},
pages = {253--265},
year = {2006},
publisher = {EDP-Sciences},
volume = {40},
number = {3},
doi = {10.1051/ro:2006023},
mrnumber = {2276158},
language = {en},
url = {http://geodesic.mathdoc.fr/articles/10.1051/ro:2006023/}
}
TY - JOUR AU - Pinar, Mustafa Ç. AU - Teboulle, Marc TI - On semidefinite bounds for maximization of a non-convex quadratic objective over the $\ell _1$ unit ball JO - RAIRO - Operations Research - Recherche Opérationnelle PY - 2006 SP - 253 EP - 265 VL - 40 IS - 3 PB - EDP-Sciences UR - http://geodesic.mathdoc.fr/articles/10.1051/ro:2006023/ DO - 10.1051/ro:2006023 LA - en ID - RO_2006__40_3_253_0 ER -
%0 Journal Article %A Pinar, Mustafa Ç. %A Teboulle, Marc %T On semidefinite bounds for maximization of a non-convex quadratic objective over the $\ell _1$ unit ball %J RAIRO - Operations Research - Recherche Opérationnelle %D 2006 %P 253-265 %V 40 %N 3 %I EDP-Sciences %U http://geodesic.mathdoc.fr/articles/10.1051/ro:2006023/ %R 10.1051/ro:2006023 %G en %F RO_2006__40_3_253_0
Pinar, Mustafa Ç.; Teboulle, Marc. On semidefinite bounds for maximization of a non-convex quadratic objective over the $\ell _1$ unit ball. RAIRO - Operations Research - Recherche Opérationnelle, Tome 40 (2006) no. 3, pp. 253-265. doi: 10.1051/ro:2006023
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