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العائلةMachine learningMachine learning
سنة النشأة2003 (influence maximization formalization); epidemic models traced to Kermack & McKendrick, 19271927 (epidemic roots); network formalization 1990s–2000s
صاحب الطريقةKempe, D.; Kleinberg, J.; Tardos, E. (influence maximization); Pastor-Satorras, R. et al. (epidemic spreading)Kermack, W. O. & McKendrick, A. G.
النوعNetwork spreading and cascade analysisSimulation / analytical model
المصدر التأسيسيKempe, D., Kleinberg, J., & Tardos, E. (2003). Maximizing the spread of influence through a social network. Proceedings of the 9th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 137–146. 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 ↗
الأسماء البديلةdirected diffusion model, information spreading on directed networks, directed cascade analysis, directed influence propagationdiffusion on networks, information diffusion, contagion spreading model, network propagation model
ذات صلة65
الملخصDirected network diffusion analysis studies how information, disease, behavior, or influence spreads through a network in which edges carry direction — meaning transmission flows one way along each link. It combines graph-theoretic representations with stochastic spreading models such as independent cascade, linear threshold, or SIR/SIS, and is central to influence maximization, epidemic forecasting, and information propagation research.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.
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ScholarGateقارن الطرق: Directed Network Diffusion Analysis · Network Diffusion Analysis. استُرجع بتاريخ 2026-06-15 من https://scholargate.app/ar/compare