ScholarGate
Asistent

Porovnat metody

Prohlédněte si vybrané metody vedle sebe; řádky, které se liší, jsou zvýrazněny.

Časová detekce komunit×Řízené detekce komunit×
OborAnalýza sítíAnalýza sítí
RodinaMachine learningMachine learning
Rok vzniku20102008
TvůrceMucha, P. J. et al.Leicht, E. A. & Newman, M. E. J.; Rosvall, M. & Bergstrom, C. T.
TypNetwork clustering algorithmGraph partitioning / modularity optimization
Původní zdrojMucha, 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 ↗Leicht, E. A. & Newman, M. E. J. (2008). Community structure in directed networks. Physical Review Letters, 100(11), 118703. DOI ↗
Další názvydynamic community detection, time-varying community detection, evolutionary community detection, longitudinal community detectiondirected graph clustering, community detection in digraphs, directed modularity optimization, directed network partitioning
Příbuzné66
ShrnutíTemporal community detection identifies cohesive groups (communities) in networks whose structure changes over time. By treating each time snapshot as a network layer and coupling consecutive layers, it reveals how communities form, merge, split, grow, or dissolve — turning a sequence of static snapshots into a continuous narrative of group evolution.Directed community detection identifies densely interconnected groups of nodes in a directed network, accounting for the asymmetry of edges (e.g., A follows B does not imply B follows A). Adapting modularity or flow-based criteria to directed graphs reveals clusters that undirected methods systematically miss, making it essential for citation networks, follower graphs, and biological regulatory pathways.
ScholarGateDatová sada
  1. v1
  2. 2 Zdroje
  3. PUBLISHED
  1. v1
  2. 2 Zdroje
  3. PUBLISHED

Přejít na hledání Stáhnout prezentaci

ScholarGatePorovnat metody: Temporal Community Detection · Directed Community Detection. Získáno 2026-06-18 z https://scholargate.app/cs/compare