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Temporal PageRank×Vremenska detekcija zajednica×
PodručjeAnaliza mrežaAnaliza mreža
ObiteljMachine learningMachine learning
Godina nastanka20162010
TvoracRozenshtein, P. & Gionis, A.Mucha, P. J. et al.
VrstaCentrality / ranking algorithm for temporal networksNetwork clustering algorithm
Temeljni izvorRozenshtein, 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 ↗Mucha, P. J., Richardson, T., Macon, K., Porter, M. A., & Onnela, J.-P. (2010). Community structure in time-dependent, multiscale, and multiplex networks. Science, 328(5980), 876–878. DOI ↗
Drugi naziviTPR, time-aware PageRank, streaming PageRank, dynamic PageRankdynamic community detection, time-varying community detection, evolutionary community detection, longitudinal community detection
Srodne66
SažetakTemporal 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.Temporal community detection identifies cohesive groups (communities) in networks whose structure changes over time. By treating each time snapshot as a network layer and coupling consecutive layers, it reveals how communities form, merge, split, grow, or dissolve — turning a sequence of static snapshots into a continuous narrative of group evolution.
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ScholarGateUsporedite metode: Temporal PageRank · Temporal Community Detection. Preuzeto 2026-06-18 s https://scholargate.app/hr/compare