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Phát hiện Cộng đồng×Phân tích mạng xã hội×
Lĩnh vựcPhân tích mạng lướiPhân tích mạng lưới
HọProcess / pipelineMachine learning
Năm ra đời2002–2019 (algorithm family)1934 (sociometry); 1994 (modern formalization)
Người khởi xướngLouvain: Blondel et al. (2008); Leiden: Traag et al. (2019); Girvan-Newman: Girvan & Newman (2002); Infomap: Rosvall & Bergstrom (2008)Moreno, J.L.; formalized by Wasserman & Faust
LoạiGraph-partitioning / clustering algorithm familyStructural/relational analysis framework
Công trình gốcBlondel, 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 ↗Wasserman, S. & Faust, K. (1994). Social Network Analysis: Methods and Applications. Cambridge University Press. ISBN: 978-0-521-38707-1
Tên gọi khácgraph clustering, network partitioning, Topluluk Tespiti (Louvain, Girvan-Newman, Leiden)SNA, network analysis, sociometric analysis, relational analysis
Liên quan55
Tóm tắtCommunity 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?Social Network Analysis (SNA) is a structural method that maps and measures relationships and flows between people, groups, organizations, or other entities modeled as nodes connected by ties (edges). Rather than focusing on individual attributes, SNA reveals how the pattern of connections shapes behavior, influence, information flow, and outcomes within a system.
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ScholarGateSo sánh phương pháp: Community Detection · Social Network Analysis. Truy cập ngày 2026-06-18 từ https://scholargate.app/vi/compare