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Analisi della Diffusione in Rete×Analisi di modularità×
CampoAnalisi delle retiAnalisi delle reti
FamigliaMachine learningMachine learning
Anno di origine1927 (epidemic roots); network formalization 1990s–2000s2004
IdeatoreKermack, W. O. & McKendrick, A. G.Newman, M. E. J. & Girvan, M.
TipoSimulation / analytical modelCommunity detection / graph partitioning
Fonte seminaleKermack, W. O. & McKendrick, A. G. (1927). A contribution to the mathematical theory of epidemics. Proceedings of the Royal Society of London A, 115(772), 700–721. DOI ↗Newman, M. E. J., & Girvan, M. (2004). Finding and evaluating community structure in networks. Physical Review E, 69(2), 026113. DOI ↗
Aliasdiffusion on networks, information diffusion, contagion spreading model, network propagation modelQ-modularity, community structure detection, network modularity optimization, graph partitioning by modularity
Correlati55
SintesiNetwork diffusion analysis models how information, diseases, behaviors, or innovations spread across a graph of nodes and edges. Drawing on classical epidemic theory (SI, SIR, SIS) and modern network science, it tracks which nodes become infected, how quickly, and whether the spread reaches a global cascade or dies out locally.Modularity analysis is a network science method, formalized by Newman and Girvan in 2004, that detects community structure in graphs by measuring whether edges are more concentrated within groups than expected by chance. Its scalar quality index Q guides algorithms that partition nodes into cohesive clusters, making it the most widely adopted framework for community detection in social, biological, and technological networks.
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ScholarGateConfronta i metodi: Network Diffusion Analysis · Modularity Analysis. Consultato il 2026-06-15 da https://scholargate.app/it/compare