Integrality gaps for sherali-adams relaxations
Moses Charikar, Konstantin Makarychev, et al.
STOC 2009
Suppose that every k points in a metric space X are D-distortion embeddable into ℓ1. We give upper and lower bounds on the distortion required to embed the entire space X into ℓ1. This is a natural mathematical question and is also motivated by the study of relaxations obtained by lift-and-project methods for graph partitioning problems. In this setting, we show that X can be embedded into ℓ1 with distortion O(D × log(|X|/k)). Moreover, we give a lower bound showing that this result is tight if D is bounded away from 1. For D = 1 + δ we give a lower bound of Ω(log(|X|/k)/ log(1/δ)); and for D = 1, we give a lower bound of Ω(log |X| / (log k+log log |X|)). Our bounds significantly improve on the results of Arora, Lovász, Newman, Rabani, Rabinovich and Vempala, who initiated a study of these questions. © 2007 IEEE.
Moses Charikar, Konstantin Makarychev, et al.
STOC 2009
Howard Karloff, Flip Korn, et al.
STACS 2011
Guojing Cong, Konstantin Makarychev
IPDPS 2011
Moses Charikar, Joseph Seffi Naor, et al.
IEEE/ACM Transactions on Networking