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HọMachine learningMachine learning
Năm ra đời2003 (influence maximization formalization); epidemic models traced to Kermack & McKendrick, 19272014
Người khởi xướngKempe, D.; Kleinberg, J.; Tardos, E. (influence maximization); Pastor-Satorras, R. et al. (epidemic spreading)Kivela, M.; Boccaletti, S. et al.
LoạiNetwork spreading and cascade analysisStructural network model
Công trình gốcKempe, 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 ↗Kivela, M., Arenas, A., Barthelemy, M., Gleeson, J. P., Moreno, Y., & Porter, M. A. (2014). Multilayer networks. Journal of Complex Networks, 2(3), 203–271. DOI ↗
Tên gọi khácdirected diffusion model, information spreading on directed networks, directed cascade analysis, directed influence propagationmultiplex networks, multi-layer network analysis, multilayer network analysis, MNA
Liên quan66
Tóm tắtDirected 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.Multiplex network analysis studies systems where the same set of nodes is connected by multiple distinct types of relationships, each represented as a separate network layer. By analyzing layers simultaneously rather than in isolation, it reveals how different relation types interact, reinforce each other, or compensate for one another across the same actors or entities.
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ScholarGateSo sánh phương pháp: Directed Network Diffusion Analysis · Multiplex Network Analysis. Truy cập ngày 2026-06-15 từ https://scholargate.app/vi/compare