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Bayesowska PageRank×Wielowarstwowy PageRank×
DziedzinaAnaliza sieciAnaliza sieci
RodzinaMachine learningMachine learning
Rok powstania1999 (PageRank); 2000s (Bayesian extension)2015
TwórcaPage, L. & Brin, S. (PageRank); Bayesian extension by multiple authorsDe Domenico, M.; Sole-Ribalta, A.; Arenas, A. et al.
TypProbabilistic centrality measureCentrality measure (random-walk-based)
Źródło pierwotnePage, L., Brin, S., Motwani, R., & Winograd, T. (1999). The PageRank citation ranking: Bringing order to the web. Stanford InfoLab Technical Report. link ↗De Domenico, M., Sole-Ribalta, A., Omodei, E., Gomez, S., & Arenas, A. (2015). Ranking in interconnected multilayer networks reveals versatile nodes. Nature Communications, 6, 6868. DOI ↗
Inne nazwyBayesian PR, probabilistic PageRank, uncertainty-aware PageRank, stochastic PageRankmultiplex PageRank, layer-coupled PageRank, multilayer random walk centrality, MuxRank
Pokrewne65
PodsumowanieBayesian PageRank extends the classic PageRank algorithm by embedding it within a Bayesian probabilistic framework. Instead of returning a single deterministic rank score for each node, it quantifies uncertainty over rank estimates — particularly valuable when the network is incomplete, noisy, or observed with error. It is used in web analysis, citation networks, and social network research where rank uncertainty matters.Multilayer PageRank extends the classic PageRank random-walk centrality to networks that contain multiple interconnected layers — such as a social network where people are connected simultaneously via friendship, professional ties, and online platforms. By allowing a virtual walker to jump both within and across layers, the algorithm identifies nodes that are influential across the entire multilayer structure, not just within any single layer.
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ScholarGatePorównaj metody: Bayesian PageRank · Multilayer PageRank. Pobrano 2026-06-17 z https://scholargate.app/pl/compare