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- W2023546589 abstract "Linear and semidefinite programming are highly successful approaches for obtaining good approximations for NP-hard optimization problems. For example, breakthrough approximation algorithms for Max Cut and Sparsest Cut use semidefinite programming. Perhaps the most prominent NP-hard problem whose exact approximation factor is still unresolved is Vertex Cover. Probabilistically checkable proof (PCP)-based techniques of Dinur and Safra [Ann. of Math./ (2), 162 (2005), pp. 439–486] show that it is not possible to achieve a factor better than 1.36; on the other hand no known algorithm does better than the factor of 2 achieved by the simple greedy algorithm. There is a widespread belief that semidefinite programming (SDP) techniques are the most promising methods available for improving upon this factor of 2. Following a line of study initiated by Arora et al. [Theory Comput., 2 (2006), pp. 19–51], our aim is to show that a large family of linear programming (LP)- and SDP-based algorithms fail to produce an approximation for Vertex Cover better than 2. Lovász and Schrijver [SIAM J. Optim., 1 (1991), pp. 166–190] introduced the systems $LS$ and $LS_+$ for systematically tightening LP and SDP relaxations, respectively, over many rounds. These systems naturally capture large classes of LP and SDP relaxations; indeed, $LS_+$ captures the celebrated SDP-based algorithms for Max Cut and Sparsest Cut mentioned above. We rule out polynomial-time SDP-based $2-Omega(1)$ approximations for Vertex Cover using $LS_+$. In particular, for every $epsilon>0$ we prove an integrality gap of $2-epsilon$ for Vertex Cover SDPs obtained by tightening the standard LP relaxation with $Omega(sqrt{log n/loglog n})$ rounds of $LS_+$. While tight integrality gaps were known for Vertex Cover in the weaker $LS$ system [G. Schoenebeck, L. Trevisan, and M. Tulsiani, Proceedings of the 39th Annual ACM Symposium on Theory of Computing, ACM Press, New York, 2007, pp. 302–310], previous results did not rule out a $2-Omega(1)$ approximation after even two rounds of $LS_+$." @default.
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- W2023546589 date "2010-01-01" @default.
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- W2023546589 title "Integrality Gaps of $2-o(1)$ for Vertex Cover SDPs in the Lovász–Schrijver Hierarchy" @default.
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- W2023546589 doi "https://doi.org/10.1137/080721479" @default.
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