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Dynamic PageRank×Μετακεντρικότητα×
ΠεδίοΑνάλυση ΔικτύωνΑνάλυση Δικτύων
ΟικογένειαMachine learningMachine learning
Έτος προέλευσης2007–20161977
ΔημιουργόςRozenshtein, P. & Gionis, A. (formalized); Page, L. & Brin, S. for base PageRankFreeman, L. C.
ΤύποςCentrality / ranking algorithmCentrality measure
Θεμελιώδης πηγήRozenshtein, 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), Lecture Notes in Computer Science, 9853, 674–689. Springer. DOI ↗Freeman, L. C. (1977). A set of measures of centrality based on betweenness. Sociometry, 40(1), 35–41. DOI ↗
Εναλλακτικές ονομασίεςTemporal PageRank, time-aware PageRank, evolving PageRank, DPRFreeman betweenness, BC, geodesic betweenness, shortest-path betweenness
Συναφείς66
ΣύνοψηDynamic PageRank extends the classic PageRank algorithm to networks whose edges carry timestamps, assigning importance scores that evolve over time. By discounting older links and emphasising recent connections, it identifies nodes that are influential at specific moments rather than across the entire network history, making it well-suited for web archives, citation streams, social media cascades, and any domain where link recency matters.Betweenness centrality, formalized by Linton C. Freeman in 1977, measures how often a node lies on the shortest path connecting every other pair of nodes in a network. High-betweenness nodes act as bridges or brokers: removing them fragments the network into disconnected components more severely than removing any other nodes.
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ScholarGateΣύγκριση μεθόδων: Dynamic PageRank · Betweenness Centrality. Ανακτήθηκε στις 2026-06-17 από https://scholargate.app/el/compare