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Ważona analiza sieci czasowych×Wykrywanie społeczności ważonych×
DziedzinaAnaliza sieciAnaliza sieci
RodzinaMachine learningMachine learning
Rok powstania2004–20122004–2008
TwórcaHolme, P. & Saramaki, J. (temporal networks); Barrat et al. (weighted networks)Newman, M. E. J.; Blondel et al.
TypNetwork analysis techniqueGraph clustering / community detection
Źródło pierwotneHolme, P. & Saramaki, J. (2012). Temporal networks. Physics Reports, 519(3), 97–125. 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 ↗
Inne nazwyWTNA, weighted time-varying network analysis, weighted dynamic network analysis, weighted evolving network analysisweighted graph clustering, community detection on weighted networks, weighted modularity optimization, WCD
Pokrewne66
PodsumowanieWeighted temporal network analysis studies networks whose edges carry numerical weights — representing interaction strength, frequency, or intensity — and whose structure changes over time. It combines the time-varying perspective of temporal network analysis with the quantitative precision of weighted graph metrics, revealing not only when connections exist but how strong they are at each moment.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.
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ScholarGatePorównaj metody: Weighted Temporal Network Analysis · Weighted Community Detection. Pobrano 2026-06-18 z https://scholargate.app/pl/compare