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Higher-order networks are gaining significant scientific attention due to their ability to encode the many-body interactions present in complex systems. However, higher-order networks have the limitation that they only capture many-body…

适应与自组织系统 · 物理学 2023-12-20 Sanjukta Krishnagopal , Ginestra Bianconi

Simplicial complexes constitute the underlying topology of interacting complex systems including among the others brain and social interaction networks. They are generalized network structures that allow to go beyond the framework of…

无序系统与神经网络 · 物理学 2020-06-02 Joaquín J. Torres , Ginestra Bianconi

Despite being a source of rich information, graphs are limited to pairwise interactions. However, several real-world networks such as social networks, neuronal networks, etc., involve interactions between more than two nodes. Simplicial…

数据分析、统计与概率 · 物理学 2022-02-01 Sanjukta Krishnagopal , Ginestra Bianconi

The study of the interactions among different types of interconnected systems in complex networks has attracted significant interest across many research fields. However, effective signal processing over layered networks requires…

信号处理 · 电气工程与系统科学 2025-04-11 Stefania Sardellitti , Breno C. Bispo , Fernando A. N. Santos , Juliano B. Lima

Graphs serve as powerful tools for modeling pairwise interactions in diverse fields such as biology, material science, and social networks. However, they inherently overlook interactions involving more than two entities. Simplicial…

代数拓扑 · 数学 2024-12-05 Xiang Liu , Ran Liu , Jingyan Li , Rongling Wu , Jie Wu

One of the key challenges in many research fields is uncovering how different interconnected systems interact within complex networks, typically represented as multi-layer networks. Capturing the intra- and cross-layer interactions among…

信号处理 · 电气工程与系统科学 2025-10-13 Stefania Sardellitti , Breno C. Bispo , Fernando A. N. Santos , Juliano B. Lima

Networks are important structures used to model complex systems where interactions take place. In a basic network model, entities are represented as nodes, and interaction and relations among them are represented as edges. However, in a…

社会与信息网络 · 计算机科学 2021-02-18 Mehmet Emin Aktas , Esra Akbas

Multilayer networks represent systems in which there are several topological levels each one representing one kind of interaction or interdependency between the systems' elements. These networks have attracted a lot of attention recently…

物理与社会 · 物理学 2015-04-22 Emanuele Cozzo , Guilherme Ferraz de Arruda , Francisco A. Rodrigues , Yamir Moreno

Complex systems are difficult to study not only because they are nonlinear, multiscale, and often nonstationary, but because their scientifically relevant organization is often invisible at the level of individual components, pairwise…

物理与社会 · 物理学 2026-03-30 Mark M. Bailey

The complexity of many biological, social and technological systems stems from the richness of the interactions among their units. Over the past decades, a great variety of complex systems has been successfully described as networks whose…

Complex systems are characterized by many interacting units that give rise to emergent behavior. A particularly advantageous way to study these systems is through the analysis of the networks that encode the interactions among the system's…

物理与社会 · 物理学 2019-03-21 Alberto Aleta , Yamir Moreno

Traditionally, interaction systems have been described as networks, where links encode information on the pairwise influences among the nodes. Yet, in many systems, interactions take place in larger groups. Recent work has shown that…

适应与自组织系统 · 物理学 2020-09-30 Maxime Lucas , Giulia Cencetti , Federico Battiston

Heterogeneous and complex networks represent intertwined interactions between real-world elements or agents. Determining the multi-scale mesoscopic organization of clusters and intertwined structures is still a fundamental and open problem…

物理与社会 · 物理学 2025-01-20 Pablo Villegas , Andrea Gabrielli , Anna Poggialini , Tommaso Gili

As data structures and mathematical objects used for complex systems modeling, hypergraphs sit nicely poised between on the one hand the world of network models, and on the other that of higher-order mathematical abstractions from algebra,…

Hypergraphs are useful mathematical models for describing complex relationships among members of a structured graph, while hyperdigraphs serve as a generalization that can encode asymmetric relationships in the data. However, obtaining…

代数拓扑 · 数学 2023-04-10 Dong Chen , Jian Liu , Jie Wu , Guo-Wei Wei

Multilayer networks have been the subject of intense research during the last few years, as they represent better the interdependent nature of many real world systems. Here, we address the question of describing the three different…

物理与社会 · 物理学 2016-12-07 E. Cozzo , Y. Moreno

Although networks provide a powerful approach to study a large variety of ecological systems, their formulation does not typically account for multiple interaction types, interactions that vary in space and time, and interconnected systems…

定量方法 · 定量生物学 2017-03-27 Shai Pilosof , Mason A. Porter , Mercedes Pascual , Sonia Kéfi

Multiplex networks describe systems whose interactions can be of different nature, and are fundamental to understand complexity of networks beyond the framework of simple graphs. Recently it has been pointed out that restricting the…

物理与社会 · 物理学 2022-11-14 Reza Ghorbanchian , Vito Latora , Ginestra Bianconi

Complex network theory aims to model and analyze complex systems that consist of multiple and interdependent components. Among all studies on complex networks, topological structure analysis is of the most fundamental importance, as it…

社会与信息网络 · 计算机科学 2010-09-15 Bo Yang , Jiming Liu

Higher-order networks encode the many-body interactions existing in complex systems, such as the brain, protein complexes, and social interactions. Simplicial complexes are higher-order networks that allow a comprehensive investigation of…

社会与信息网络 · 计算机科学 2024-10-08 Xue Gong , Desmond J. Higham , Konstantinos Zygalakis , Ginestra Bianconi
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