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PageRank Multicouche×Centralité d'intermédiarité multicouche×
DomaineAnalyse de réseauxAnalyse de réseaux
FamilleMachine learningMachine learning
Année d'origine20152013–2014
Auteur d'origineDe Domenico, M.; Sole-Ribalta, A.; Arenas, A. et al.De Domenico, M.; Kivelä, M.; Arenas, A. et al.
TypeCentrality measure (random-walk-based)Centrality measure (multilayer extension)
Source fondatriceDe 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 ↗
Aliasmultiplex PageRank, layer-coupled PageRank, multilayer random walk centrality, MuxRankMBC, multilayer geodesic betweenness, tensorial betweenness centrality, interlayer betweenness centrality
Apparentées55
RésuméMultilayer 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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ScholarGateComparer des méthodes: Multilayer PageRank · Multilayer Betweenness Centrality. Consulté le 2026-06-18 sur https://scholargate.app/fr/compare