DETERMINISTIC ALGORITHMS FOR THE LOVASZ LOCAL LEMMA

被引:35
|
作者
Chandrasekaran, Karthekeyan [1 ,2 ]
Goyal, Navin [3 ]
Haeupler, Bernhard [2 ,4 ]
机构
[1] Georgia Inst Technol, Coll Comp, Atlanta, GA 30332 USA
[2] Microsoft Res, Delhi, India
[3] Microsoft Res, Bangalore 560080, Karnataka, India
[4] MIT, Comp Sci & Artificial Intelligence Lab, Cambridge, MA 02139 USA
关键词
probabilistic method; derandomization; satisfiability; parallelization; PARALLEL ALGORITHM;
D O I
10.1137/100799642
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
The Lovasz local lemma (LLL) [P. Erdos and L. Lovasz, Problems and results on 3-chromatic hypergraphs and some related questions, in Infinite and Finite Sets, Vol. II, A. Hajnal, R. Rado, and V. T. Sos, eds., North-Holland, Amsterdam, 1975, pp. 609-627] is a powerful result in probability theory that informally states the following: the probability that none of a set of bad events happens is positive if the probability of each event is small compared to the number of events that depend on it. The LLL is often used for nonconstructive existence proofs of combinatorial structures. A prominent application is to k-CNF formulas, where the LLL implies that if every clause in a formula shares variables with at most d <= 2(k)/(sic) - 1 other clauses, then such a formula has a satisfying assignment. Recently, a randomized algorithm to efficiently construct a satisfying assignment in this setting was given by Moser [A constructive proof of the Lovasz local lemma, in STOC '09: Proceedings of the 41st Annual ACM Symposium on Theory of Computing, ACM, New York, 2009, pp. 343-350]. Subsequently Moser and Tardos [J. ACM, 57 (2010), pp. 11:1-11:15] gave a general algorithmic framework for the LLL and a randomized algorithm within this framework to construct the structures guaranteed by the LLL. The main problem left open by Moser and Tardos was to design an efficient deterministic algorithm for constructing structures guaranteed by the LLL. In this paper we provide such an algorithm. Our algorithm works in the general framework of Moser and Tardos with a minimal loss in parameters. For the special case of constructing satisfying assignments for k-CNF formulas with m clauses, where each clause shares variables with at most d <= 2(k/(1+c))/e - 1 other clauses, for any epsilon is an element of (0, 1), we give a deterministic algorithm that finds a satisfying assignment in time (O) over tilde (m(2(1+1/epsilon))). This improves upon the deterministic algorithms of Moser and of Moser and Tardos with running times m(Omega(k2)) and m(Omega(d log d)), respectively, which are superpolynomial for k = omega(1) and d = omega(1), and upon the previous best deterministic algorithm of Beck, which runs in polynomial time only for d <= 2(k/16)/4. Our algorithm is the first deterministic algorithm that works in the general framework of Moser and Tardos. We also give a parallel NC algorithm for the same setting, improving upon an algorithm of Alon [Random Structures Algorithms, 2 (1991), pp. 367-378].
引用
收藏
页码:2132 / 2155
页数:24
相关论文
共 50 条
  • [21] A Constructive Lovasz Local Lemma for Permutations
    Harris, David G.
    Srinivasan, Aravind
    THEORY OF COMPUTING, 2017, 13 : 1 - 41
  • [22] Domatic partitions and the Lovasz Local Lemma
    Srinivasan, A
    PROCEEDINGS OF THE TWELFTH ANNUAL ACM-SIAM SYMPOSIUM ON DISCRETE ALGORITHMS, 2001, : 922 - 923
  • [23] Hypergraph colouring and the Lovasz Local Lemma
    McDiarmid, C
    DISCRETE MATHEMATICS, 1997, 167 : 481 - 486
  • [24] The Lovasz-Local-Lemma and scheduling
    Srivastav, A
    EFFICIENT APPROXIMATION AND ONLINE ALGORITHMS: RECENT PROGRESS ON CLASSICAL COMBINATORIAL OPTIMIZATION PROBLEMS AND NEW APPLICATIONS, 2006, 3484 : 321 - 347
  • [25] Towards the sampling Lovasz Local Lemma
    Jain, Vishesh
    Huy Tuan Pham
    Thuy Duong Vuong
    2021 IEEE 62ND ANNUAL SYMPOSIUM ON FOUNDATIONS OF COMPUTER SCIENCE (FOCS 2021), 2022, : 173 - 183
  • [26] Parallel Algorithms and Concentration Bounds for the Lovasz Local Lemma via Witness DAGs
    Haeupler, Bernhard
    Harris, David G.
    ACM TRANSACTIONS ON ALGORITHMS, 2017, 13 (04)
  • [27] The Randomized Local Computation Complexity of the Lovasz Local Lemma
    Brandt, Sebastian
    Grunau, Christoph
    Rozhon, Vaclav
    PROCEEDINGS OF THE 2021 ACM SYMPOSIUM ON PRINCIPLES OF DISTRIBUTED COMPUTING (PODC '21), 2021, : 307 - 317
  • [28] Entropy compression versus Lovasz Local Lemma
    Alves, Rogerio G.
    Procacci, Aldo
    Sanchis, Remy
    ADVANCES IN APPLIED MATHEMATICS, 2021, 125
  • [29] New Constructive Aspects of the Lovasz Local Lemma
    Haeupler, Bernhard
    Saha, Barna
    Srinivasan, Aravind
    JOURNAL OF THE ACM, 2011, 58 (06)
  • [30] New Constructive Aspects of the Lovasz Local Lemma
    Haeupler, Bernhard
    Saha, Barna
    Srinivasan, Aravind
    2010 IEEE 51ST ANNUAL SYMPOSIUM ON FOUNDATIONS OF COMPUTER SCIENCE, 2010, : 397 - 406