ScholarGate
المساعد

قارن الطرق

راجع الطرق التي اخترتها جنبًا إلى جنب؛ الصفوف المختلفة مميَّزة.

تحليل الشبكات المتعددة الطبقات×اكتشاف المجتمعات×
المجالتحليل الشبكاتتحليل الشبكات
العائلةMachine learningProcess / pipeline
سنة النشأة20142002–2019 (algorithm family)
صاحب الطريقةKivela, M.; Boccaletti, S. et al.Louvain: Blondel et al. (2008); Leiden: Traag et al. (2019); Girvan-Newman: Girvan & Newman (2002); Infomap: Rosvall & Bergstrom (2008)
النوعStructural network modelGraph-partitioning / clustering algorithm family
المصدر التأسيسيKivela, M., Arenas, A., Barthelemy, M., Gleeson, J. P., Moreno, Y., & Porter, M. A. (2014). Multilayer networks. Journal of Complex Networks, 2(3), 203–271. 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 ↗
الأسماء البديلةmultiplex networks, multi-layer network analysis, multilayer network analysis, MNAgraph clustering, network partitioning, Topluluk Tespiti (Louvain, Girvan-Newman, Leiden)
ذات صلة65
الملخصMultiplex network analysis studies systems where the same set of nodes is connected by multiple distinct types of relationships, each represented as a separate network layer. By analyzing layers simultaneously rather than in isolation, it reveals how different relation types interact, reinforce each other, or compensate for one another across the same actors or entities.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?
ScholarGateمجموعة البيانات
  1. v1
  2. 2 المصادر
  3. PUBLISHED
  1. v1
  2. 2 المصادر
  3. PUBLISHED

انتقل إلى البحث تنزيل الشرائح

ScholarGateقارن الطرق: Multiplex Network Analysis · Community Detection. استُرجع بتاريخ 2026-06-15 من https://scholargate.app/ar/compare