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Multilayer Temporal Network Analysis×時間的コミュニティ検出×
分野ネットワーク分析ネットワーク分析
系統Machine learningMachine learning
提唱年2012–20142010
提唱者Kivela, M. et al.; Holme, P. & Saramaki, J.Mucha, P. J. et al.
種類Network analysis frameworkNetwork clustering algorithm
原典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 ↗Mucha, P. J., Richardson, T., Macon, K., Porter, M. A., & Onnela, J.-P. (2010). Community structure in time-dependent, multiscale, and multiplex networks. Science, 328(5980), 876–878. DOI ↗
別名MTNA, temporal multilayer network analysis, time-varying multilayer network analysis, dynamic multilayer network analysisdynamic community detection, time-varying community detection, evolutionary community detection, longitudinal community detection
関連46
概要Multilayer 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.Temporal community detection identifies cohesive groups (communities) in networks whose structure changes over time. By treating each time snapshot as a network layer and coupling consecutive layers, it reveals how communities form, merge, split, grow, or dissolve — turning a sequence of static snapshots into a continuous narrative of group evolution.
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ScholarGate手法を比較: Multilayer Temporal Network Analysis · Temporal Community Detection. 2026-06-17に以下より取得 https://scholargate.app/ja/compare