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PageRank Temporal×Sentralitas Eigenvektor Temporal×
BidangAnalisis JaringanAnalisis Jaringan
KeluargaMachine learningMachine learning
Tahun asal20162011-2017
PencetusRozenshtein, P. & Gionis, A.Grindrod, P.; Higham, D. J.; Taylor, D. et al.
TipeCentrality / ranking algorithm for temporal networksCentrality measure for temporal networks
Sumber perintisRozenshtein, 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 ↗Grindrod, P., Parsons, M. C., Higham, D. J., & Estrada, E. (2011). Communicability across evolving networks. Physical Review E, 83(4), 046120. DOI ↗
AliasTPR, time-aware PageRank, streaming PageRank, dynamic PageRankdynamic eigenvector centrality, time-varying eigenvector centrality, TEC, temporal communicability centrality
Terkait65
RingkasanTemporal 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 eigenvector centrality extends the classical eigenvector centrality to networks that change over time. By accounting for the ordering and timing of connections, it identifies nodes that are influential not merely because of many simultaneous connections, but because they sit at the crossroads of sequentially important pathways across multiple time slices of the network.
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ScholarGateBandingkan metode: Temporal PageRank · Temporal Eigenvector Centrality. Diakses 2026-06-15 dari https://scholargate.app/id/compare