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Betweeness centrality is one of the most important concepts in graph analysis. It was recently extended to link streams, a graph generalization where links arrive over time. However, its computation raises non-trivial issues, due in…

数据结构与算法 · 计算机科学 2023-11-27 Frédéric Simard , Clémence Magnien , Matthieu Latapy

Temporal networks are commonly used to model real-life phenomena. When these phenomena represent interactions and are captured at a fine-grained temporal resolution, they are modeled as link streams. Community detection is an essential…

社会与信息网络 · 计算机科学 2024-09-02 Victor Brabant , Yasaman Asgari , Pierre Borgnat , Angela Bonifati , Remy Cazabet

The study of the topological structure of complex networks has fascinated researchers for several decades, and today we have a fairly good understanding of the types and reoccurring characteristics of many different complex networks.…

社会与信息网络 · 计算机科学 2014-06-23 Matthieu Roy , Stefan Schmid , Gilles Trédan

Betweenness centrality is essential in complex network analysis; it characterizes the importance of nodes and edges in networks. It is a crucial problem that exactly computes the betweenness centrality in large networks faster, which…

计算工程、金融与科学 · 计算机科学 2023-06-22 Yelai Feng , Huaixi Wang

Betweenness is a well-known centrality measure that ranks the nodes of a network according to their participation in shortest paths. Since an exact computation is prohibitive in large networks, several approximation algorithms have been…

数据结构与算法 · 计算机科学 2015-10-28 Elisabetta Bergamini , Henning Meyerhenke

Stream graphs model highly dynamic networks in which nodes and/or links arrive and/or leave over time. Strongly connected components in stream graphs were defined recently, but no algorithm was provided to compute them. We present here…

社会与信息网络 · 计算机科学 2021-09-03 Léo Rannou , Clémence Magnien , Matthieu Latapy

A link stream is a set of possibly weighted triplets (t, u, v) modeling that u and v interacted at time t. Link streams offer an effective model for datasets containing both temporal and relational information, making their proper analysis…

信号处理 · 电气工程与系统科学 2023-11-21 Esteban Bautista , Matthieu Latapy

It is a critical issue to compute the shortest paths between nodes in networks. Exact algorithms for shortest paths are usually inapplicable for large scale networks due to the high computational complexity. In this paper, we propose a…

社会与信息网络 · 计算机科学 2015-06-29 Shi-nan Gong , Duan-bing Chen , Hui Gao , Guan-nan Wang , Liang-wei Wang

Consider the continuum of points along the edges of a network, i.e., a connected, undirected graph with positive edge weights. We measure the distance between these points in terms of the weighted shortest path distance, called the network…

数据结构与算法 · 计算机科学 2015-07-30 Carsten Grimm

Link streams model interactions over time, and a clique in a link stream is defined as a set of nodes and a time interval such that all pairs of nodes in this set interact permanently during this time interval. This notion was introduced…

数据结构与算法 · 计算机科学 2018-02-14 Tiphaine Viard , Clémence Magnien , Matthieu Latapy

Robustness estimation is critical for the design and maintenance of resilient networks, one of the global challenges of the 21st century. Existing studies exploit network metrics to generate attack strategies, which simulate intentional…

社会与信息网络 · 计算机科学 2016-08-16 Sebastian Wandelt , Xiaoqian Sun

Betweenness centrality quantifies the importance of a vertex for the information flow in a network. We propose a flexible definition of betweenness for temporal multiplexes, where geodesics are determined accounting for the topological and…

物理与社会 · 物理学 2020-02-04 Silvia Zaoli , Piero Mazzarisi , Fabrizio Lillo

Structure of real networked systems, such as social relationship, can be modeled as temporal networks in which each edge appears only at the prescribed time. Understanding the structure of temporal networks requires quantifying the…

物理与社会 · 物理学 2016-02-17 Taro Takaguchi , Yosuke Yano , Yuichi Yoshida

We propose the Temporal Walk Centrality, which quantifies the importance of a node by measuring its ability to obtain and distribute information in a temporal network. In contrast to the widely-used betweenness centrality, we assume that…

社会与信息网络 · 计算机科学 2022-02-09 Lutz Oettershagen , Petra Mutzel , Nils M. Kriege

Betweenness centrality is a graph parameter that has been successfully applied to network analysis. In the context of computer networks, it was considered for various objectives, ranging from routing to service placement. However, as…

社会与信息网络 · 计算机科学 2020-01-23 Pierluigi Crescenzi , Pierre Fraigniaud , Ami Paz

In temporal networks, where nodes interact via sequences of temporary events, information or resources can only flow through paths that follow the time-ordering of events. Such temporal paths play a crucial role in dynamic processes.…

物理与社会 · 物理学 2011-07-20 Raj Kumar Pan , Jari Saramäki

Among the several topological properties of complex networks, the shortest path represents a particularly important characteristic because of its potential impact not only on other topological properties, but mainly for its influence on…

社会与信息网络 · 计算机科学 2020-03-30 Guilherme S. Domingues , Cesar H. Comin , Luciano da F. Costa

Temporal closeness is a generalization of the classical closeness centrality measure for analyzing evolving networks. The temporal closeness of a vertex $v$ is defined as the sum of the reciprocals of the temporal distances to the other…

数据库 · 计算机科学 2023-01-23 Lutz Oettershagen , Petra Mutzel

Estimating influential nodes in large scale networks including but not limited to social networks, biological networks, communication networks, emerging smart grids etc. is a topic of fundamental interest. To understand influences of nodes…

社会与信息网络 · 计算机科学 2014-06-13 Sima Das

Betweenness centrality is a classic measure that quantifies the importance of a graph element (vertex or edge) according to the fraction of shortest paths passing through it. This measure is notoriously expensive to compute, and the best…

数据结构与算法 · 计算机科学 2015-04-29 Nicolas Kourtellis , Gianmarco De Francisci Morales , Francesco Bonchi
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