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Pengesanan Komuniti Dinamik×Analisis Rangkaian Temporal×
BidangAnalisis RangkaianAnalisis Rangkaian
KeluargaMachine learningProcess / pipeline
Tahun asal2010 (key formalization); earlier work 2002–20092012
PengasasMucha, P. J. et al. (key formalization); earlier work by Girvan & Newman (2002)Holme & Saramäki (2012) — seminal framework
JenisGraph clustering / community discoveryDynamic graph analysis
Sumber perintisMucha, 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 ↗Holme, P. & Saramäki, J. (2012). Temporal Networks. Physics Reports, 519(3), 97-125. DOI ↗
AliasDCD, temporal community detection, evolving community detection, dynamic graph clusteringdynamic network analysis, time-varying network analysis, Zamansal Ağ Analizi (Temporal / Dynamic Networks)
Berkaitan53
RingkasanDynamic community detection identifies groups of densely connected nodes in networks that evolve over time, tracking how communities form, merge, split, and dissolve across temporal snapshots. Developed to extend static modularity optimization to time-varying structures, it is widely used in social, biological, and communication network research.Temporal 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.
ScholarGateSet data
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ScholarGateBandingkan kaedah: Dynamic Community Detection · Temporal Network Analysis. Dicapai 2026-06-17 daripada https://scholargate.app/ms/compare