Сравнение на методи

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Анализ на дифузия в насочени мрежи×Анализ на мултиплексни мрежи×
ОбластМрежови анализМрежови анализ
СемействоMachine learningMachine learning
Година на възникване2003 (influence maximization formalization); epidemic models traced to Kermack & McKendrick, 19272014
СъздателKempe, D.; Kleinberg, J.; Tardos, E. (influence maximization); Pastor-Satorras, R. et al. (epidemic spreading)Kivela, M.; Boccaletti, S. et al.
ТипNetwork spreading and cascade analysisStructural network model
Основополагащ източникKempe, 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 ↗
Други названияdirected diffusion model, information spreading on directed networks, directed cascade analysis, directed influence propagationmultiplex networks, multi-layer network analysis, multilayer network analysis, MNA
Свързани66
РезюмеDirected 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.
ScholarGateНабор от данни
  1. v1
  2. 2 Източници
  3. PUBLISHED
  1. v1
  2. 2 Източници
  3. PUBLISHED

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ScholarGateСравнение на методи: Directed Network Diffusion Analysis · Multiplex Network Analysis. Извлечено на 2026-06-15 от https://scholargate.app/bg/compare