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Analiza bayesowska sieci multipleksowych×Analiza sieci multipleksowych×
DziedzinaAnaliza sieciAnaliza sieci
RodzinaMachine learningMachine learning
Rok powstania2014-20172014
TwórcaDe Bacco, C. et al.; Kivela, M. et al.Kivela, M.; Boccaletti, S. et al.
TypProbabilistic generative model for multiplex networksStructural network model
Źródło pierwotneDe Bacco, C., Power, E. A., Larremore, D. B., & Moore, C. (2017). Community detection, link prediction, and layer interdependence in multilayer networks. Physical Review E, 95(4), 042317. 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 ↗
Inne nazwyBayesian multi-layer network analysis, probabilistic multiplex network inference, Bayesian multilayer network modelling, BMNAmultiplex networks, multi-layer network analysis, multilayer network analysis, MNA
Pokrewne46
PodsumowanieBayesian multiplex network analysis applies probabilistic generative modelling to networks that carry more than one type of relational tie simultaneously — such as friendship, collaboration, and communication links among the same set of actors. By placing priors over community memberships, edge probabilities, and layer interdependencies, the framework yields posterior distributions rather than point estimates, supporting principled uncertainty quantification across all inferred network properties.Multiplex network analysis studies systems where the same set of nodes is connected by multiple distinct types of relationships, each represented as a separate network layer. By analyzing layers simultaneously rather than in isolation, it reveals how different relation types interact, reinforce each other, or compensate for one another across the same actors or entities.
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ScholarGatePorównaj metody: Bayesian Multiplex Network Analysis · Multiplex Network Analysis. Pobrano 2026-06-15 z https://scholargate.app/pl/compare