ScholarGate
Assistant

Comparer des méthodes

Examinez les méthodes sélectionnées côte à côte ; les lignes qui diffèrent sont mises en évidence.

Analyse de la diffusion sur réseaux pondérés×Analyse de la diffusion en réseau×
DomaineAnalyse de réseauxAnalyse de réseaux
FamilleMachine learningMachine learning
Année d'origine20041927 (epidemic roots); network formalization 1990s–2000s
Auteur d'origineBarrat, A.; Newman, M. E. J.Kermack, W. O. & McKendrick, A. G.
TypeNetwork diffusion modelSimulation / analytical model
Source fondatriceBarrat, A., Barthelemy, M., Pastor-Satorras, R., & Vespignani, A. (2004). The architecture of complex weighted networks. Proceedings of the National Academy of Sciences, 101(11), 3747–3752. DOI ↗Kermack, W. O. & McKendrick, A. G. (1927). A contribution to the mathematical theory of epidemics. Proceedings of the Royal Society of London A, 115(772), 700–721. DOI ↗
AliasWNDA, weighted diffusion process, edge-weighted spreading analysis, weighted information diffusiondiffusion on networks, information diffusion, contagion spreading model, network propagation model
Apparentées65
RésuméWeighted Network Diffusion Analysis models how information, influence, disease, or resources spread through a network whose edges carry quantitative strength values. By letting tie weights govern transition probabilities, the method produces more realistic spreading dynamics than binary-edge diffusion, revealing which high-traffic pathways dominate propagation in social, biological, and information networks.Network diffusion analysis models how information, diseases, behaviors, or innovations spread across a graph of nodes and edges. Drawing on classical epidemic theory (SI, SIR, SIS) and modern network science, it tracks which nodes become infected, how quickly, and whether the spread reaches a global cascade or dies out locally.
ScholarGateJeu de données
  1. v1
  2. 2 Sources
  3. PUBLISHED
  1. v1
  2. 2 Sources
  3. PUBLISHED

Aller à la recherche Télécharger les diapositives

ScholarGateComparer des méthodes: Weighted Network Diffusion Analysis · Network Diffusion Analysis. Consulté le 2026-06-15 sur https://scholargate.app/fr/compare