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PageRank dinamic×Centralitatea vectorului propriu×
DomeniuAnaliza rețelelorAnaliza rețelelor
FamilieMachine learningMachine learning
Anul apariției2007–20161972
Autorul originalRozenshtein, P. & Gionis, A. (formalized); Page, L. & Brin, S. for base PageRankBonacich, P.
TipCentrality / ranking algorithmCentrality measure
Sursa seminalăRozenshtein, 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 ↗Bonacich, P. (1972). Factoring and weighting approaches to status scores and clique identification. Journal of Mathematical Sociology, 2(1), 113–120. DOI ↗
Denumiri alternativeTemporal PageRank, time-aware PageRank, evolving PageRank, DPReigenvector centrality, EC, Bonacich centrality, power centrality
Înrudite66
RezumatDynamic 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.Eigenvector centrality, introduced by Bonacich in 1972, measures a node's influence by considering not just how many neighbors it has, but how influential those neighbors are. A node scores highly if it is connected to other high-scoring nodes, making it a recursive, globally-aware measure of structural importance in a network.
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ScholarGateCompară metode: Dynamic PageRank · Eigenvector Centrality. Preluat la 2026-06-17 de pe https://scholargate.app/ro/compare