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خانوادهMachine learningProcess / pipeline
سال پیدایش20102012
پدیدآورMucha, P. J.; Porter, M. A.; and colleaguesHolme & Saramäki (2012) — seminal framework
نوعCommunity detection on temporal networksDynamic graph analysis
منبع بنیادینMucha, 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 ↗
نام‌های دیگرdynamic community structure analysis, temporal modularity optimization, evolving community detection, time-varying modularitydynamic network analysis, time-varying network analysis, Zamansal Ağ Analizi (Temporal / Dynamic Networks)
مرتبط53
خلاصهDynamic 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.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.
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  1. v1
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  3. PUBLISHED

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ScholarGateمقایسهٔ روش‌ها: Dynamic Modularity Analysis · Temporal Network Analysis. بازیابی‌شده در 2026-06-15 از https://scholargate.app/fa/compare