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Temporal PageRank×Analisi della Diffusione in Rete×
CampoAnalisi delle retiAnalisi delle reti
FamigliaMachine learningMachine learning
Anno di origine20161927 (epidemic roots); network formalization 1990s–2000s
IdeatoreRozenshtein, P. & Gionis, A.Kermack, W. O. & McKendrick, A. G.
TipoCentrality / ranking algorithm for temporal networksSimulation / analytical model
Fonte seminaleRozenshtein, P. & Gionis, A. (2016). Temporal PageRank. In Proceedings of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD), Part II, LNCS 9852, pp. 674–689. Springer. 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 ↗
AliasTPR, time-aware PageRank, streaming PageRank, dynamic PageRankdiffusion on networks, information diffusion, contagion spreading model, network propagation model
Correlati65
SintesiTemporal PageRank extends the classic PageRank algorithm to time-evolving networks by incorporating the recency and ordering of interactions. Edges are weighted by a decay function so that recent contacts contribute more to a node's score than old ones. The result is a dynamic importance ranking that captures who is influential right now, rather than over the entire history of the network.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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ScholarGateConfronta i metodi: Temporal PageRank · Network Diffusion Analysis. Consultato il 2026-06-15 da https://scholargate.app/it/compare