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Переглядайте обрані методи поруч; рядки з відмінностями підсвічено.

Аналіз часових мереж×Виявлення спільнот×
ГалузьМережевий аналізМережевий аналіз
РодинаProcess / pipelineProcess / pipeline
Рік появи20122002–2019 (algorithm family)
Автор методуHolme & Saramäki (2012) — seminal frameworkLouvain: Blondel et al. (2008); Leiden: Traag et al. (2019); Girvan-Newman: Girvan & Newman (2002); Infomap: Rosvall & Bergstrom (2008)
ТипDynamic graph analysisGraph-partitioning / clustering algorithm family
Основоположне джерелоHolme, P. & Saramäki, J. (2012). Temporal Networks. Physics Reports, 519(3), 97-125. DOI ↗Blondel, V.D., Guillaume, J.-L., Lambiotte, R. & Lefebvre, E. (2008). Fast Unfolding of Communities in Large Networks. Journal of Statistical Mechanics, 2008(10), P10008. DOI ↗
Інші назвиdynamic network analysis, time-varying network analysis, Zamansal Ağ Analizi (Temporal / Dynamic Networks)graph clustering, network partitioning, Topluluk Tespiti (Louvain, Girvan-Newman, Leiden)
Пов'язані35
ПідсумокTemporal network analysis, formalised by Holme and Saramäki in their landmark 2012 Physics Reports survey, is the study of networks in which edges appear and disappear over time. Rather than collapsing all contacts into a single static graph, the approach preserves the precise timing of interactions — whether as contact sequences, time-stamped event lists, or windowed snapshots — and uses that timing to track how influence, disease, or information can actually propagate through the system.Community detection is a family of graph-partitioning algorithms that discover densely connected sub-groups — communities — within a network. First formalised through the modularity measure by Girvan and Newman (2002), the field advanced rapidly with the Louvain method (Blondel et al., 2008), the Leiden refinement (Traag et al., 2019), and the information-theoretic Infomap approach. All variants answer the same question: which nodes cluster together more tightly among themselves than with the rest of the network?
ScholarGateНабір даних
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  3. PUBLISHED
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ScholarGateПорівняння методів: Temporal Network Analysis · Community Detection. Отримано 2026-06-17 з https://scholargate.app/uk/compare