中文

Approximating satisfiability transition by suppressing fluctuations

无序系统与神经网络 2007-05-23 v1 统计力学

摘要

Using methods and ideas from statistical mechanics, we propose a simple method for obtaining rigorous upper bounds for satisfiability transition in random boolean expressions composed of N variables and M clauses with K variables per clause. Determining the location of satisfiability threshold αc=M/N\alpha_c=M/N for a number of difficult combinatorial problems is a major open problem in the theory of random graphs. The method is based on identification of the core -- a subexpression (subgraph) that has the same satisfiability properties as the original expression. We formulate self-consistency equations that determine macroscopic parameters of the core and compute an improved annealing bound. We illustrate the method for three sample problems: K-XOR-SAT, K-SAT and positive 1-in-K-SAT.

关键词

引用

@article{arxiv.cond-mat/0403416,
  title  = {Approximating satisfiability transition by suppressing fluctuations},
  author = {S. Knysh and V. N. Smelyanskiy and R. D. Morris},
  journal= {arXiv preprint arXiv:cond-mat/0403416},
  year   = {2007}
}

备注

31 pages, 6 figures