Higher-order interaction networks
WebHá 2 dias · Researchers use networks to model relational data from complex systems, and tools from network science to map them and understand their function. Flow communities capture the organization of various real-world systems such as social networks, protein-protein interactions, and species distributions, and are often overlapping. However, … Web18 de ago. de 2024 · Higher-order interactions improve optimal collective dynamics on networks. Collective behavior plays a key role in the function of a wide range of …
Higher-order interaction networks
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Web8 de set. de 2024 · The local wiring patterns around molecules in molecular networks are linked with their biological functions. However, networks model only pairwise interactions between molecules and cannot explicitly and directly capture the higher-order molecular organization, such as protein complexes and pathways. WebFrom a network perspective, higher-order interactions can be described and modeled by hypergraphs [20, 34]. Here we model the higher-order interactions by simplicial complexes [23] generated by a graph product. Although both simplicial complexes and hypergraphs can be applied for the modeling and analysis of realistic systems with …
WebHigher-Order Interactions: From Networks to Hypergraphs Giulio Burgio 1, Joan T. Matamalas 2, Sergio Gómez 1 and Alex Arenas 1,* 1 Departament d’Enginyeria Informàtica i Matemàtiques, Universitat Rovira i Virgili, Av. Països Catalans 26, 43007 Tarragona, Spain; [email protected] (G.B.), [email protected] (S.G.) WebThe use of social networks is a growing phenomenon, being increasingly important in both private and academic life. Social networks are used as tools to enable users to have social interaction. The use of social networks (SNs) complements and enhances the teaching in traditional classrooms. For example, YouTube, Facebook, wikis, and blogs provide a …
Web26 de jul. de 2024 · Finally, we study simplicial contagion on temporal higher-order networks that present degree heterogeneity, showing once again that temporality hinders higher-order spreading, but in a less pronounced way than for homogeneous structures. 2. Model. We study social contagion in simplicial complexes which evolve over time. Web9 de fev. de 2024 · Networked complex systems in a wide range of physics, biology and social sciences involve synergy among multiple agents beyond pairwise interactions. …
Web10 de abr. de 2024 · Hybrid recommendation algorithms perform well in improving the accuracy of recommendation systems. However, in specific applications, they still cannot reach the requirements of the recommendation target due to the gap between the design of the algorithms and data characteristics. In this paper, in order to learn higher-order …
Web18 de ago. de 2024 · Higher-Order Interaction Goes Neural: A Substructure Assembling Graph Attention Network for Graph Classification. Abstract: Graph classification has … oven baked fried zucchini with panko crumbsWebHigher-order networks describe the many-body interactions of a large variety of complex systems, ranging from the the brain to collaboration networks. Simplicial complexes are generalized network structures which allow us to capture the combinatorial properties, the topology and the geometry of higher-order networks. oven baked frittata recipesWeb1 de mai. de 2024 · By using the cliques to describe the high-order interactions, Wang et al. [54] revealed the system always exhibits a second-order phase transition for any strength of high-order interactions. Wang et al. [55] assumed that the nodes’ functions are dependent on the other nodes in the same clique (i.e., intralayer dependency) and then … raleigh nc jobs openings