INTEGRALITY GAPS OF 2-o(1) FOR VERTEX COVER SDPs IN THE LOVASZ-SCHRIJVER HIERARCHY

被引:16
|
作者
Georgiou, Konstantinos [1 ]
Magen, Avner [1 ]
Pitassi, Toniann [1 ]
Tourlakis, Iannis [1 ]
机构
[1] Univ Toronto, Dept Comp Sci, Toronto, ON M5S 3G4, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
vertex cover; integrality gap; Lovasz-Schrijver semidefinite programming hierarchy; IMPROVED APPROXIMATION ALGORITHMS; LOWER BOUNDS; RELAXATIONS; HARDNESS;
D O I
10.1137/080721479
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
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. Lovasz 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(root log n/log log 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+.
引用
收藏
页码:3553 / 3570
页数:18
相关论文
共 9 条
  • [1] Integrality gaps of 2-o(1) for vertex cover SDPs in the Lovasz-Schrijver hierarchy
    Georgiou, Konstantinos
    Magen, Avner
    Pitassi, Toniann
    Tourlakis, Iannis
    48TH ANNUAL IEEE SYMPOSIUM ON FOUNDATIONS OF COMPUTER SCIENCE, PROCEEDINGS, 2007, : 702 - 712
  • [2] Towards optimal integrality gaps for hypergraph vertex cover in the Lovasz-Schrijver hierarchy
    Tourlakis, I
    APPROXIMATION, RANDOMIZATION AND COMBINATORIAL OPTIMIZATION: ALGORITHMS AND TECHNIQUES, 2005, 3624 : 233 - 244
  • [3] Tight Integrality Gaps for Lovasz-Schrijver LP Relaxations of Vertex Cover and Max Cut
    Schoenebeck, Grant
    Trevisan, Luca
    Tulsiani, Madhur
    STOC 07: PROCEEDINGS OF THE 39TH ANNUAL ACM SYMPOSIUM ON THEORY OF COMPUTING, 2007, : 302 - 310
  • [4] New lower bounds for Vertex Cover in the Lovasz-Schrijver hierarchy
    Tourlakis, Iannis
    CCC 2006: TWENTY-FIRST ANNUAL IEEE CONFERENCE ON COMPUTATIONAL COMPLEXITY, PROCEEDINGS, 2006, : 170 - 179
  • [5] EXPONENTIAL LOWER BOUNDS AND INTEGRALITY GAPS FOR TREE-LIKE LOVASZ-SCHRIJVER PROCEDURES
    Pitassi, Toniann
    Segerlind, Nathan
    SIAM JOURNAL ON COMPUTING, 2012, 41 (01) : 128 - 159
  • [6] Exponential lower bounds and Integrality Gaps for Tree-like Lovasz-Schrijver Procedures
    Pitassi, Toniann
    Segerlind, Nathan
    PROCEEDINGS OF THE TWENTIETH ANNUAL ACM-SIAM SYMPOSIUM ON DISCRETE ALGORITHMS, 2009, : 355 - +
  • [7] A linear round lower bound for Lovasz-Schrijver SDP relaxations of vertex cover
    Schoenebeck, Grant
    Trevisan, Luca
    Tulsiani, Madhur
    TWENTY-SECOND ANNUAL IEEE CONFERENCE ON COMPUTATIONAL COMPLEXITY, PROCEEDINGS, 2007, : 205 - +
  • [8] Integrality gaps of semidefinite programs for vertex cover and relations to l1, embeddability of negative type metrics
    Hatami, Hamed
    Magen, Avner
    Markakis, Evangelos
    APPROXIMATION, RANDOMIZATION, AND COMBINATORIAL OPTIMIZATION: ALGORITHMS AND TECHNIQUES, 2007, 4627 : 164 - +
  • [9] INTEGRALITY GAPS OF SEMIDEFINITE PROGRAMS FOR VERTEX COVER AND RELATIONS TO l1 EMBEDDABILITY OF NEGATIVE TYPE METRICS
    Hatami, Hamed
    Magen, Avner
    Markakis, Evangelos
    SIAM JOURNAL ON DISCRETE MATHEMATICS, 2008, 23 (01) : 178 - 194