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We investigate a number of recently reported exact algorithms for the maximum clique problem (MCQ, MCR, MCS, BBMC). The program code used is presented and critiqued showing how small changes in implementation can have a drastic effect on…

数据结构与算法 · 计算机科学 2012-07-20 Patrick Prosser

There are many methods to find a maximum (or maximal) clique in large networks. Due to the nature of combinatorics, computation becomes exponentially expensive as the number of vertices in a graph increases. Thus, there is a need for…

社会与信息网络 · 计算机科学 2022-07-27 S. Y. Chan , K. Morgan , J. Ugon

We multiply two $n \times n$ matrices $S,T$ over semirings in the Congested Clique model, where $n$ fully connected nodes communicate synchronously using $O(\log n)$-bit messages, within $O(nz(S)^{1/3} nz(T)^{1/3}/n + 1)$ rounds of…

数据结构与算法 · 计算机科学 2019-03-22 Keren Censor-Hillel , Dean Leitersdorf , Elia Turner

The study of approximate matching in the Massively Parallel Computations (MPC) model has recently seen a burst of breakthroughs. Despite this progress, however, we still have a far more limited understanding of maximal matching which is one…

数据结构与算法 · 计算机科学 2023-10-17 Soheil Behnezhad , MohammadTaghi Hajiaghayi , David G. Harris

This paper gives simple distributed algorithms for the fundamental problem of computing graph distances in the Congested Clique model. One of the main components of our algorithms is fast matrix multiplication, for which we show an…

分布式、并行与集群计算 · 计算机科学 2015-03-24 Keren Censor-Hillel , Ami Paz

We consider problems that can be formulated as a task of finding an optimal triangulation of a graph w.r.t. some notion of optimality. We present algorithms parameterized by the size of a minimum edge clique cover ($cc$) to such problems.…

数据结构与算法 · 计算机科学 2022-02-08 Tuukka Korhonen

A clique in an undirected graph G= (V, E) is a subset V' V of vertices, each pair of which is connected by an edge in E. The clique problem is an optimization problem of finding a clique of maximum size in graph. The clique problem is…

离散数学 · 计算机科学 2007-10-04 Murali Krishna P , Sabu . M Thampi

Algorithm MLS (Maximal Label Search) is a graph search algorithm which generalizes algorithms MCS, LexBFS, LexDFS and MNS. On a chordal graph, MLS computes a peo (perfect elimination ordering) of the graph. We show how algorithm MLS can be…

数据结构与算法 · 计算机科学 2016-11-01 Anne Berry , Geneviève Simonet

Cliques, groups of fully connected nodes in a network, are often used to study group dynamics of complex systems. In real-world settings, group dynamics often have a temporal component. For example, conference attendees moving from one…

社会与信息网络 · 计算机科学 2024-12-04 Hanjo D. Boekhout , Frank W. Takes

Sublinear time algorithms for approximating maximum matching size have long been studied. Much of the progress over the last two decades on this problem has been on the algorithmic side. For instance, an algorithm of Behnezhad [FOCS'21]…

数据结构与算法 · 计算机科学 2022-11-30 Soheil Behnezhad , Mohammad Roghani , Aviad Rubinstein

$k$-defective cliques relax cliques by allowing up-to $k$ missing edges from being a complete graph. This relaxation enables us to find larger near-cliques and has applications in link prediction, cluster detection, social network analysis…

数据结构与算法 · 计算机科学 2023-09-07 Lijun Chang

Finding complete subgraphs in a graph, that is, cliques, is a key problem and has many real-world applications, e.g., finding communities in social networks, clustering gene expression data, modeling ecological niches in food webs, and…

最优化与控制 · 数学 2017-05-01 Melisew Tefera Belachew , Nicolas Gillis

The clique problems, including $k$-CLIQUE and Triangle Finding, form an important class of computational problems; the former is an NP-complete problem, while the latter directly gives lower bounds for Matrix Multiplication. A number of…

量子物理 · 物理学 2025-11-10 Ali Hadizadeh Moghadam , Payman Kazemikhah , Hossein Aghababa

We give a maximal independent set (MIS) algorithm that runs in $O(\log \log \Delta)$ rounds in the congested clique model, where $\Delta$ is the maximum degree of the input graph. This improves upon the $O(\frac{\log(\Delta) \cdot \log \log…

分布式、并行与集群计算 · 计算机科学 2018-02-22 Christian Konrad

The problem of finding large cliques in random graphs and its "planted" variant, where one wants to recover a clique of size $\omega \gg \log{(n)}$ added to an \Erdos-\Renyi graph $G \sim G(n,\frac{1}{2})$, have been intensely studied.…

计算复杂性 · 计算机科学 2015-07-21 Samuel B. Hopkins , Pravesh K. Kothari , Aaron Potechin

The {\it matrix-chain multiplication} problem is a classic problem that is widely taught to illustrate dynamic programming. The textbook solution runs in $\theta(n^3)$ time. However, there is a complex $O(n \log n)$-time method \cite{HU82},…

离散数学 · 计算机科学 2021-04-06 Thong Le , Dan Gusfield

In a sequence of recent results (PODC 2015 and PODC 2016), the running time of the fastest algorithm for the \emph{minimum spanning tree (MST)} problem in the \emph{Congested Clique} model was first improved to $O(\log \log \log n)$ from…

分布式、并行与集群计算 · 计算机科学 2016-10-19 Sriram V. Pemmaraju , Vivek B. Sardeshmukh

In this paper, we relate the problem of finding a maximum clique to the intersection number of the input graph (i.e. the minimum number of cliques needed to edge cover the graph). In particular, we consider the maximum clique problem for…

离散数学 · 计算机科学 2012-04-19 S. Nikoletseas , C. Raptopoulos , P. G. Spirakis

We perform forward error analysis for a large class of recursive matrix multiplication algorithms in the spirit of [D. Bini and G. Lotti, Stability of fast algorithms for matrix multiplication, Numer. Math. 36 (1980), 63--72]. As a…

数值分析 · 数学 2007-05-23 James Demmel , Ioana Dumitriu , Olga Holtz , Robert Kleinberg

A tight lower bound for required I/O when computing an ordinary matrix-matrix multiplication on a processor with two layers of memory is established. Prior work obtained weaker lower bounds by reasoning about the number of segments needed…

计算复杂性 · 计算机科学 2019-02-07 Tyler Michael Smith , Bradley Lowery , Julien Langou , Robert A. van de Geijn