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PageRank Berbilang Lapisan×Analisis Rangkaian Berbilang Lapisan×
BidangAnalisis RangkaianAnalisis Rangkaian
KeluargaMachine learningMachine learning
Tahun asal20152014
PengasasDe Domenico, M.; Sole-Ribalta, A.; Arenas, A. et al.Kivela, M.; Boccaletti, S. et al.
JenisCentrality measure (random-walk-based)Structural network model
Sumber perintisDe 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 ↗Kivela, M., Arenas, A., Barthelemy, M., Gleeson, J. P., Moreno, Y., & Porter, M. A. (2014). Multilayer networks. Journal of Complex Networks, 2(3), 203–271. DOI ↗
Aliasmultiplex PageRank, layer-coupled PageRank, multilayer random walk centrality, MuxRankmultiplex networks, multi-layer network analysis, multilayer network analysis, MNA
Berkaitan56
RingkasanMultilayer 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.Multiplex network analysis studies systems where the same set of nodes is connected by multiple distinct types of relationships, each represented as a separate network layer. By analyzing layers simultaneously rather than in isolation, it reveals how different relation types interact, reinforce each other, or compensate for one another across the same actors or entities.
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ScholarGateBandingkan kaedah: Multilayer PageRank · Multiplex Network Analysis. Dicapai 2026-06-15 daripada https://scholargate.app/ms/compare