ScholarGate
Asistents

Salīdzināt metodes

Apskatiet izvēlētās metodes blakus; rindas, kas atšķiras, ir izceltas.

Temporālā kopienu noteikšana×Svaru kopienu noteikšana×
NozareTīklu analīzeTīklu analīze
SaimeMachine learningMachine learning
Izcelsmes gads20102004–2008
AutorsMucha, P. J. et al.Newman, M. E. J.; Blondel et al.
TipsNetwork clustering algorithmGraph clustering / community detection
PirmavotsMucha, 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 ↗Blondel, V. D., Guillaume, J.-L., Lambiotte, R., & Lefebvre, E. (2008). Fast unfolding of communities in large networks. Journal of Statistical Mechanics: Theory and Experiment, 2008(10), P10008. DOI ↗
Citi nosaukumidynamic community detection, time-varying community detection, evolutionary community detection, longitudinal community detectionweighted graph clustering, community detection on weighted networks, weighted modularity optimization, WCD
Saistītās66
KopsavilkumsTemporal 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.Weighted community detection identifies densely connected groups — communities — in networks where edges carry numeric strengths (weights). By incorporating edge weights into the modularity function, it reveals structure that binary adjacency alone would miss: two nodes connected by a strong tie are treated as more similar than two nodes linked by a weak one. The Louvain algorithm is the dominant practical implementation.
ScholarGateDatu kopa
  1. v1
  2. 2 Avoti
  3. PUBLISHED
  1. v1
  2. 2 Avoti
  3. PUBLISHED

Doties uz meklēšanu Lejupielādēt slaidus

ScholarGateSalīdzināt metodes: Temporal Community Detection · Weighted Community Detection. Izgūts 2026-06-18 no https://scholargate.app/lv/compare