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Examine os métodos selecionados lado a lado; as linhas que diferem ficam destacadas.

Análise de Difusão em Redes Direcionadas×Análise de Rede Multipléx×
ÁreaAnálise de redesAnálise de redes
FamíliaMachine learningMachine learning
Ano de origem2003 (influence maximization formalization); epidemic models traced to Kermack & McKendrick, 19272014
Autor originalKempe, D.; Kleinberg, J.; Tardos, E. (influence maximization); Pastor-Satorras, R. et al. (epidemic spreading)Kivela, M.; Boccaletti, S. et al.
TipoNetwork spreading and cascade analysisStructural network model
Fonte seminalKempe, 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 ↗
Outros nomesdirected diffusion model, information spreading on directed networks, directed cascade analysis, directed influence propagationmultiplex networks, multi-layer network analysis, multilayer network analysis, MNA
Relacionados66
ResumoDirected 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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ScholarGateComparar métodos: Directed Network Diffusion Analysis · Multiplex Network Analysis. Recuperado em 2026-06-15 de https://scholargate.app/pt/compare