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Mitmekihiline PageRank×Multilayer Betweenness Centrality×
ValdkondVõrgustikuanalüüsVõrgustikuanalüüs
PerekondMachine learningMachine learning
Tekkeaasta20152013–2014
LoojaDe Domenico, M.; Sole-Ribalta, A.; Arenas, A. et al.De Domenico, M.; Kivelä, M.; Arenas, A. et al.
TüüpCentrality measure (random-walk-based)Centrality measure (multilayer extension)
AlgallikasDe 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 ↗De Domenico, M., Solé-Ribalta, A., Cozzo, E., Kivelä, M., Moreno, Y., Porter, M. A., Gómez, S., & Arenas, A. (2013). Mathematical formulation of multilayer networks. Physical Review X, 3(4), 041022. DOI ↗
Rööpnimetusedmultiplex PageRank, layer-coupled PageRank, multilayer random walk centrality, MuxRankMBC, multilayer geodesic betweenness, tensorial betweenness centrality, interlayer betweenness centrality
Seotud55
KokkuvõteMultilayer 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.Multilayer betweenness centrality extends the classical betweenness measure to networks with multiple types of relationships — or layers — by computing how often a node lies on shortest paths that can traverse any layer or switch between layers. It identifies brokers and bridges whose influence spans distinct interaction domains simultaneously.
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ScholarGateVõrdle meetodeid: Multilayer PageRank · Multilayer Betweenness Centrality. Loetud 2026-06-17 aadressilt https://scholargate.app/et/compare