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As networks continue to increase in size, current methods must be capable of handling large numbers of nodes and edges in order to be practically relevant. Instead of working directly with the entire (large) network, analyzing sub-networks…

社会与信息网络 · 计算机科学 2025-04-03 Eric Yanchenko

LWF chain graphs combine directed acyclic graphs and undirected graphs. We present a PC-like algorithm that finds the structure of chain graphs under the faithfulness assumption to resolve the problem of scalability of the proposed…

人工智能 · 计算机科学 2020-05-29 Mohammad Ali Javidian , Marco Valtorta , Pooyan Jamshidi

Let ${\cal F}$ be a family of graphs. In the ${\cal F}$-Completion problem, we are given a graph $G$ and an integer $k$ as input, and asked whether at most $k$ edges can be added to $G$ so that the resulting graph does not contain a graph…

数据结构与算法 · 计算机科学 2014-05-14 Pål Grønås Drange , Fedor V. Fomin , Michał Pilipczuk , Yngve Villanger

For a fixed finite collection of graphs ${\cal F}$, the ${\cal F}$-M-DELETION problem asks, given an $n$-vertex input graph $G,$ for the minimum number of vertices that intersect all minor models in $G$ of the graphs in ${\cal F}$. by…

数据结构与算法 · 计算机科学 2021-03-12 Julien Baste , Ignasi Sau , Dimitrios M. Thilikos

In an undirected graph $G$, a subset $C\subseteq V(G)$ such that $C$ is a dominating set of $G$, and each vertex in $V(G)$ is dominated by a distinct subset of vertices from $C$, is called an identifying code of $G$. The concept of…

离散数学 · 计算机科学 2012-07-02 Florent Foucaud , Ralf Klasing , Adrian Kosowski , André Raspaud

Graph classification aims to extract accurate information from graph-structured data for classification and is becoming more and more important in graph learning community. Although Graph Neural Networks (GNNs) have been successfully…

机器学习 · 计算机科学 2020-06-24 Ning Ma , Jiajun Bu , Jieyu Yang , Zhen Zhang , Chengwei Yao , Zhi Yu , Sheng Zhou , Xifeng Yan

Validation of compliance rules against process data is a fundamental functionality for business process management. Over the years, the problem has been addressed for different types of process data, i.e., process models, process event data…

数据库 · 计算机科学 2022-06-22 Nesma M. Zaki , Iman M. A. Helal , Ahmed Awad , Ehab E. Hassanein

Distributed network optimization algorithms, such as minimum spanning tree, minimum cut, and shortest path, are an active research area in distributed computing. This paper presents a fast distributed algorithm for such problems in the…

数据结构与算法 · 计算机科学 2018-05-29 Bernhard Haeupler , Jason Li , Goran Zuzic

The families EPT (resp. EPG) Edge Intersection Graphs of Paths in a tree (resp. in a grid) are well studied graph classes. Recently we introduced the graph classes Edge-Intersecting and Non-Splitting Paths in a Tree ENPT, and in a Grid…

离散数学 · 计算机科学 2023-06-22 Arman Boyacı , Tınaz Ekim , Mordechai Shalom , Shmuel Zaks

A proof labelling scheme for a graph class $\mathcal{C}$ is an assignment of certificates to the vertices of any graph in the class $\mathcal{C}$, such that upon reading its certificate and the certificates of its neighbors, every vertex…

组合数学 · 数学 2022-03-01 Louis Esperet , Benjamin Lévêque

The enumeration of minimal connected dominating sets is known to be notoriously hard for general graphs. Currently, it is only known that the sets can be enumerated slightly faster than $\mathcal{O}^{*}(2^n)$ and the algorithm is highly…

数据结构与算法 · 计算机科学 2019-08-07 Mohamed Yosri Sayadi

In the past decades, fuzzy logic has played an essential role in many research areas. Alongside, graph-based pattern recognition has shown to be of great importance due to its flexibility in partitioning the feature space using the…

计算机视觉与模式识别 · 计算机科学 2022-04-15 Renato W. R. de Souza , João V. C. de Oliveira , Leandro A. Passos , Weiping Ding , João P. Papa , Victor Hugo C. de Albuquerque

In an $m$-edge host graph $G$, all triangles can be listed in time $O(m^{1.5})$ [Itai, Rodeh '78], and all $k$-cycles can be listed in time $O(m^{2-1/{\lceil k/2 \rceil}} + t)$ where $t$ is the output size [Alon, Yuster, Zwick '97]. These…

数据结构与算法 · 计算机科学 2024-04-09 Karl Bringmann , Egor Gorbachev

A sender wishes to broadcast an n character word x in F^n (for a field F) to n receivers R_1,...,R_n. Every receiver has some side information on x consisting of a subset of the characters of x. The side information of the receivers is…

信息论 · 计算机科学 2015-03-19 Ishay Haviv , Michael Langberg

For a graph $H$, a graph $G$ is an $H$-graph if it is an intersection graph of connected subgraphs of some subdivision of $H$. $H$-graphs naturally generalize several important graph classes like interval or circular-arc graph. This class…

数据结构与算法 · 计算机科学 2020-02-24 Fedor V. Fomin , Petr A. Golovach , Jean-Florent Raymond

In the EDGE CLIQUE COVER (ECC) problem, given a graph G and an integer k, we ask whether the edges of G can be covered with k complete subgraphs of G or, equivalently, whether G admits an intersection model on k-element universe. Gramm et…

数据结构与算法 · 计算机科学 2012-09-27 Marek Cygan , Marcin Pilipczuk , Michał Pilipczuk

Can we use machine learning to compress graph data? The absence of ordering in graphs poses a significant challenge to conventional compression algorithms, limiting their attainable gains as well as their ability to discover relevant…

机器学习 · 计算机科学 2023-09-26 Giorgos Bouritsas , Andreas Loukas , Nikolaos Karalias , Michael M. Bronstein

We say that a first order formula $\Phi$ defines a graph $G$ if $\Phi$ is true on $G$ and false on every graph $G'$ non-isomorphic with $G$. Let $D(G)$ be the minimal quantifier rank of a such formula. We prove that, if $G$ is a tree of…

组合数学 · 数学 2007-05-23 Oleg Verbitsky

While it is known that using network coding can significantly improve the throughput of directed networks, it is a notorious open problem whether coding yields any advantage over the multicommodity flow (MCF) rate in undirected networks. It…

信息论 · 计算机科学 2016-08-24 Mark Braverman , Sumegha Garg , Ariel Schvartzman

We study a family of closely-related distributed graph problems, which we call degree splitting, where roughly speaking the objective is to partition (or orient) the edges such that each node's degree is split almost uniformly. Our findings…

数据结构与算法 · 计算机科学 2016-08-11 Mohsen Ghaffari , Hsin-Hao Su