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Phân tích Modularity Động×Phân tích tính mô-đun×
Lĩnh vựcPhân tích mạng lướiPhân tích mạng lưới
HọMachine learningMachine learning
Năm ra đời20102004
Người khởi xướngMucha, P. J.; Porter, M. A.; and colleaguesNewman, M. E. J. & Girvan, M.
LoạiCommunity detection on temporal networksCommunity detection / graph partitioning
Công trình gốcMucha, 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 ↗Newman, M. E. J., & Girvan, M. (2004). Finding and evaluating community structure in networks. Physical Review E, 69(2), 026113. DOI ↗
Tên gọi khácdynamic community structure analysis, temporal modularity optimization, evolving community detection, time-varying modularityQ-modularity, community structure detection, network modularity optimization, graph partitioning by modularity
Liên quan55
Tóm tắtDynamic modularity analysis extends the classical modularity framework to networks that evolve over time, detecting communities across a sequence of network snapshots while penalizing unnecessary community changes between time steps. It identifies cohesive groups and tracks how they form, merge, split, or dissolve, giving researchers a principled view of structural change in longitudinal network data.Modularity analysis is a network science method, formalized by Newman and Girvan in 2004, that detects community structure in graphs by measuring whether edges are more concentrated within groups than expected by chance. Its scalar quality index Q guides algorithms that partition nodes into cohesive clusters, making it the most widely adopted framework for community detection in social, biological, and technological networks.
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ScholarGateSo sánh phương pháp: Dynamic Modularity Analysis · Modularity Analysis. Truy cập ngày 2026-06-15 từ https://scholargate.app/vi/compare