Approximately Counting Independent Sets of a Given Size in Bounded-Degree Graphs

IF 1.2 3区 计算机科学 Q3 COMPUTER SCIENCE, THEORY & METHODS SIAM Journal on Computing Pub Date : 2023-04-26 DOI:10.1137/21m1466220
Ewan Davies, Will Perkins
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Abstract

We determine the computational complexity of approximately counting and sampling independent sets of a given size in bounded-degree graphs. That is, we identify a critical density and provide (i) for randomized polynomial-time algorithms for approximately sampling and counting independent sets of given size at most in -vertex graphs of maximum degree , and (ii) a proof that unless NP = RP, no such algorithms exist for . The critical density is the occupancy fraction of the hard-core model on the complete graph at the uniqueness threshold on the infinite -regular tree, giving as . Our methods apply more generally to antiferromagnetic 2-spin systems and motivate new questions in extremal combinatorics.
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有界度图中给定大小的独立集的近似计数
我们确定了有界度图中给定大小的近似计数和抽样独立集的计算复杂度。也就是说,我们确定了一个临界密度,并提供了(i)随机多项式时间算法,用于在最大度的-顶点图中最多近似采样和计数给定大小的独立集,并且(ii)证明除非NP = RP,否则不存在这样的算法。临界密度是核心模型在无限规则树的唯一性阈值处在完全图上的占用率,取为。我们的方法更普遍地适用于反铁磁2自旋系统,并激发了极值组合学中的新问题。
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来源期刊
SIAM Journal on Computing
SIAM Journal on Computing 工程技术-计算机:理论方法
CiteScore
4.60
自引率
0.00%
发文量
68
审稿时长
6-12 weeks
期刊介绍: The SIAM Journal on Computing aims to provide coverage of the most significant work going on in the mathematical and formal aspects of computer science and nonnumerical computing. Submissions must be clearly written and make a significant technical contribution. Topics include but are not limited to analysis and design of algorithms, algorithmic game theory, data structures, computational complexity, computational algebra, computational aspects of combinatorics and graph theory, computational biology, computational geometry, computational robotics, the mathematical aspects of programming languages, artificial intelligence, computational learning, databases, information retrieval, cryptography, networks, distributed computing, parallel algorithms, and computer architecture.
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