Compară metode

Examinează metodele selectate una lângă alta; rândurile care diferă sunt evidențiate.

Analiza difuziei în rețele direcționate×Analiza difuziei în rețele temporale×
DomeniuAnaliza rețelelorAnaliza rețelelor
FamilieMachine learningMachine learning
Anul apariției2003 (influence maximization formalization); epidemic models traced to Kermack & McKendrick, 19272012
Autorul originalKempe, D.; Kleinberg, J.; Tardos, E. (influence maximization); Pastor-Satorras, R. et al. (epidemic spreading)Holme, P. & Saramäki, J.
TipNetwork spreading and cascade analysisNetwork analysis framework
Sursa seminalăKempe, 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 ↗Holme, P. & Saramäki, J. (2012). Temporal networks. Physics Reports, 519(3), 97–125. DOI ↗
Denumiri alternativedirected diffusion model, information spreading on directed networks, directed cascade analysis, directed influence propagationTNDA, dynamic network diffusion, time-varying network spreading, diffusion on temporal networks
Înrudite65
RezumatDirected 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.Temporal Network Diffusion Analysis studies how information, disease, influence, or other contagions spread through networks whose structure changes over time. By modeling edges as time-stamped contacts rather than static links, it captures the critical role of timing and ordering in determining which nodes get reached, how fast, and through which pathways — producing conclusions that static network models systematically miss.
ScholarGateSet de date
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  1. v1
  2. 2 Surse
  3. PUBLISHED

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ScholarGateCompară metode: Directed Network Diffusion Analysis · Temporal Network Diffusion Analysis. Preluat la 2026-06-15 de pe https://scholargate.app/ro/compare