Counting Homomorphic Cycles in Degenerate Graphs

IF 0.9 3区 计算机科学 Q3 COMPUTER SCIENCE, THEORY & METHODS ACM Transactions on Algorithms Pub Date : 2020-11-11 DOI:10.1145/3560820
Lior Gishboliner, Yevgeny Levanzov, A. Shapira, R. Yuster
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引用次数: 3

Abstract

Since counting subgraphs in general graphs is, by and large, a computationally demanding problem, it is natural to try and design fast algorithms for restricted families of graphs. One such family that has been extensively studied is that of graphs of bounded degeneracy (e.g., planar graphs). This line of work, which started in the early 80’s, culminated in a recent work of Gishboliner et al., which highlighted the importance of the task of counting homomorphic copies of cycles (i.e., cyclic walks) in graphs of bounded degeneracy. Our main result in this paper is a surprisingly tight relation between the above task and the well-studied problem of detecting (standard) copies of directed cycles in general directed graphs. More precisely, we prove the following: One can compute the number of homomorphic copies of C2k and C2k+1 in n-vertex graphs of bounded degeneracy in time Õ(ndk), where the fastest known algorithm for detecting directed copies of Ck in general m-edge digraphs runs in time Õ(mdk). Conversely, one can transform any O(nbk) algorithm for computing the number of homomorphic copies of C2k or of C2k+1 in n-vertex graphs of bounded degeneracy, into an Õ(mbk) time algorithm for detecting directed copies of Ck in general m-edge digraphs. We emphasize that our first result does not use a black-box reduction (as opposed to the second result which does). Instead, we design an algorithm for computing the number of Ck-homomorphisms in degenerate graphs and show that one part of its analysis can be reduced to the analysis of the fastest known algorithm for detecting directed cycles in general digraphs, which was carried out in a recent breakthrough of Dalirrooyfard, Vuong and Vassilevska Williams. As a by-product of our algorithm, we obtain a new algorithm for detecting k-cycles in directed and undirected graphs of bounded degeneracy that is faster than all previously known algorithms for 7 ≤ k ≤ 11, and faster for all k ≥ 7 if the matrix multiplication exponent is 2.
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退化图中同胚环的计数
由于一般图中的子图计数总的来说是一个计算要求很高的问题,因此尝试并设计用于受限图族的快速算法是很自然的。一个被广泛研究的族是有界退化图的族(例如,平面图)。这一系列工作始于80年代初,在Gishboliner等人最近的一项工作中达到了顶峰,该工作强调了在有界退化图中计算循环的同态副本(即循环行走)的重要性。我们在本文中的主要结果是,上述任务与在一般有向图中检测有向环的(标准)副本的问题之间存在着令人惊讶的紧密关系。更准确地说,我们证明了以下几点:在时间O(ndk)上,可以计算有界退化的n顶点图中C2k和C2k+1的同态副本的数量,其中在一般m边有向图中检测Ck的有向副本的最快已知算法在时间0(mdk)上运行。相反,可以将用于计算有界退化的n顶点图中C2k或C2k+1的同态拷贝数的任何O(nbk)算法转换为用于检测一般m边有向图中Ck的有向拷贝的O(mbk)时间算法。我们强调,我们的第一个结果没有使用黑盒缩减(而第二个结果使用了)。相反,我们设计了一种计算退化图中Ck同态数量的算法,并表明其分析的一部分可以简化为对一般有向图中检测有向环的最快已知算法的分析,该算法是在Dalirooyfard、Vuong和Vassilevska-Williams最近的突破中进行的。作为我们算法的副产品,我们获得了一种检测有界退化的有向图和无向图中的k循环的新算法,该算法对于7≤k≤11比所有已知算法都快,并且如果矩阵乘法指数为2,则对于所有k≥7都快。
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来源期刊
ACM Transactions on Algorithms
ACM Transactions on Algorithms COMPUTER SCIENCE, THEORY & METHODS-MATHEMATICS, APPLIED
CiteScore
3.30
自引率
0.00%
发文量
50
审稿时长
6-12 weeks
期刊介绍: ACM Transactions on Algorithms welcomes submissions of original research of the highest quality dealing with algorithms that are inherently discrete and finite, and having mathematical content in a natural way, either in the objective or in the analysis. Most welcome are new algorithms and data structures, new and improved analyses, and complexity results. Specific areas of computation covered by the journal include combinatorial searches and objects; counting; discrete optimization and approximation; randomization and quantum computation; parallel and distributed computation; algorithms for graphs, geometry, arithmetic, number theory, strings; on-line analysis; cryptography; coding; data compression; learning algorithms; methods of algorithmic analysis; discrete algorithms for application areas such as biology, economics, game theory, communication, computer systems and architecture, hardware design, scientific computing
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