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| Multilayer Network Diffusion Analysis× | Multilager detektion av gemenskaper× | |
|---|---|---|
| Ämnesområde | Nätverksanalys | Nätverksanalys |
| Familj | Machine learning | Machine learning |
| Ursprungsår≠ | 2013–2014 | 2010–2014 |
| Upphovsperson≠ | Gomez, S. et al.; Boccaletti, S. et al. | Mucha, P. J. et al.; Kivela, M. et al. |
| Typ≠ | Network diffusion model | Community detection algorithm for multilayer networks |
| Ursprungskälla≠ | Gomez, S., Diaz-Guilera, A., Gomez-Gardenes, J., Perez-Vicente, C. J., Moreno, Y., & Arenas, A. (2013). Diffusion dynamics on multiplex networks. Physical Review Letters, 110(2), 028701. DOI ↗ | Kivela, 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 ↗ |
| Alias | multiplex diffusion analysis, multilayer spreading analysis, cross-layer contagion analysis, diffusion on multiplex networks | multilayer clustering, multiplex community detection, cross-layer community detection, MCD |
| Närliggande≠ | 6 | 5 |
| Sammanfattning≠ | Multilayer Network Diffusion Analysis models how information, disease, or influence spreads across a system composed of multiple, interconnected network layers. By coupling diffusion processes across layers — for instance social ties, transport routes, and online channels simultaneously — it reveals how cross-layer interactions accelerate or dampen spreading and lowers epidemic thresholds compared to single-layer models. | Multilayer community detection identifies groups of nodes that are densely connected across multiple types of relationships simultaneously. By coupling layers of a network — such as friendship, advice, and collaboration ties — it finds communities that are coherent not just within one relation type but across all of them, revealing structure that single-layer analysis would miss. |
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