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Bayesian multiplex hálózatelemzés×Multiplex Hálózatok Elemzése×
TudományterületHálózatelemzésHálózatelemzés
MódszercsaládMachine learningMachine learning
Keletkezés éve2014-20172014
MegalkotóDe Bacco, C. et al.; Kivela, M. et al.Kivela, M.; Boccaletti, S. et al.
TípusProbabilistic generative model for multiplex networksStructural network model
AlapműDe 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 ↗
Alternatív nevekBayesian multi-layer network analysis, probabilistic multiplex network inference, Bayesian multilayer network modelling, BMNAmultiplex networks, multi-layer network analysis, multilayer network analysis, MNA
Kapcsolódó46
ÖsszefoglalóBayesian 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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ScholarGateMódszerek összehasonlítása: Bayesian Multiplex Network Analysis · Multiplex Network Analysis. Letöltve 2026-06-15, forrás: https://scholargate.app/hu/compare