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Monitieteisten ajallisten verkostojen analyysi×Monikerroksinen yhteisötunnistus×
TieteenalaVerkostoanalyysiVerkostoanalyysi
MenetelmäperheMachine learningMachine learning
Syntyvuosi2012–20142010–2014
KehittäjäKivela, M. et al.; Holme, P. & Saramaki, J.Mucha, P. J. et al.; Kivela, M. et al.
TyyppiNetwork analysis frameworkCommunity detection algorithm for multilayer networks
AlkuperäislähdeKivela, 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 ↗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 ↗
RinnakkaisnimetMTNA, temporal multilayer network analysis, time-varying multilayer network analysis, dynamic multilayer network analysismultilayer clustering, multiplex community detection, cross-layer community detection, MCD
Liittyvät45
TiivistelmäMultilayer temporal network analysis studies relational systems in which nodes interact through multiple distinct types of ties that all evolve over time. By modeling each relationship type as a separate layer and tracking how those layers change across time snapshots, the method reveals how cross-layer dynamics and temporal patterns jointly shape information flow, influence spread, and community structure.Multilayer community detection identifies groups of nodes that are densely connected across multiple types of relationships simultaneously. By coupling layers of a network — such as friendship, advice, and collaboration ties — it finds communities that are coherent not just within one relation type but across all of them, revealing structure that single-layer analysis would miss.
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ScholarGateVertaile menetelmiä: Multilayer Temporal Network Analysis · Multilayer Community Detection. Haettu 2026-06-17 osoitteesta https://scholargate.app/fi/compare