Higher-order interaction networks

WebExperiments on four interaction networks, including protein-protein, drug-drug, drug-target, and gene-disease interactions, show that HOGCN achieves more accurate and … 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 interactions improve optimal collective dynamics on …

Web20 de dez. de 2024 · Higher-order interactions can better optimize network synchronization Per Sebastian Skardal, Lluís Arola-Fernández, Dane Taylor, and Alex … Web2 de jan. de 2024 · Higher-order approaches perform better in distinguishing the CML regimes Notably, only higher-order approaches are able to distinguish the five dynamical regimes (that is, ICC > 0.9). Also... ch that\\u0027ll https://andysbooks.org

Dynamics on networks with higher-order interactions

Webthe role of higher-order interactions for optimized systems is largely unknown for collective dynamics and other dynamical processes. In this paper, we study collective dynamics in … WebHigher-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. Web11 de abr. de 2024 · Visual hallucinations in Parkinson's disease can be viewed from a systems-level perspective, whereby abnormal communication between brain networks … ch that\\u0027d

Multilayer representation of collaboration networks with higher …

Category:A novel corpus of molecular to higher-order events that …

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Higher-order interaction networks

Higher-order interactions shape collective dynamics differently in ...

Web8 de jul. de 2016 · Networks are a fundamental tool for understanding and modeling complex systems in physics, biology, neuroscience, engineering, and social science. … Web4 de out. de 2024 · Fig. 2: Higher-order interactions lead to explosive phenomena. Edges and hyperedges encode pairwise and group-level couplings among the nodes of a …

Higher-order interaction networks

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Web30 de nov. de 2024 · Higher-order interactions intervene in a large variety of networked phenomena, from shared interests known to influence the creation of social ties, to co-location shaping networks embedded... Web10 de ago. de 2024 · Although higher-order interactions have been studied for decades, their role in shaping ecological communities is still unclear. The inclusion of higher-order interactions in competitive network models stabilizes dynamics, making species coexistence robust to the perturbation of both population abundance and parameter …

Web23 de mar. de 2024 · Higher-order interactions embedded in clique complexes can optimize the collective synchronization in the Kuramoto model subject to equitable increases in … 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 …

Web4 de mar. de 2024 · PDF On Mar 4, 2024, Dinghua Shi and others published Simplicial networks: A powerful tool for characterizing higher-order interactions Find, read and cite all the research you need on ResearchGate WebIn this paper, we present a higher-order graph convolutional network (HOGCN)to aggregate information from the higher-order neighborhood for biomedical interaction prediction. Specifically, HOGCN collects feature representations of neighbors at various distances and learns their linear mixing to obtain informative representations of …

Web30 de nov. de 2024 · Here we show that higher-order interactions between coupled phase oscillators, encoded microscopically in a simplicial complex, give rise to added …

Web1 de fev. de 2024 · Higher-order interactions are widespread in the real world, and it is a natural idea to include higher-order interactions in network analysis. In particular, they are widely used as the underlying structure on which dynamical processes, such as spreading [14], [15], [16], [17], [18], synchronization [19] and game [20], [21]. cht gpon home gateway i-040gwWeb13 de abr. de 2024 · The articles in the “Dynamics on Networks with Higher-Order Interactions” Focus Issue highlight different important directions in the study of … ch that\u0027sWeb11 de abr. de 2024 · The complex synaptic connectivity architecture of neuronal networks underlies cognition and brain function. However, studying the spiking activity propagation … chthd1 t-harnessWeb23 de mar. de 2024 · Higher-order networks have emerged as a powerful framework to model complex systems and their collective behavior. Going beyond pairwise … desert botanical garden directionsWeb13 de abr. de 2024 · The articles in the “Dynamics on Networks with Higher-Order Interactions” Focus Issue highlight different important directions in the study of dynamics in networks with higher-order interactions, an active and rapidly developing field. We hope that this collection stimulates additional research in the area. desert botanical garden holiday hoursWeb9 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. … chthcos hotmail.frWeb18 de ago. de 2024 · Higher-Order Interaction Goes Neural: A Substructure Assembling Graph Attention Network for Graph Classification Abstract: Graph classification has been widely used for knowledge discovery in numerous practical application scenarios, such as social networks and protein-protein interaction networks. desert botanical gardens free days