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خانوادهMachine learningMachine learning
سال پیدایش2010s2012–2014
پدیدآورHanneke, S.; Fu, W.; Xing, E. P. (among key contributors)Kivela, M. et al.; Holme, P. & Saramaki, J.
نوعProbabilistic generative modelNetwork analysis framework
منبع بنیادینHanneke, S., Fu, W., & Xing, E. P. (2010). Discrete temporal models of social networks. Electronic Journal of Statistics, 4, 585–605. 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 ↗
نام‌های دیگرBayesian dynamic network analysis, Bayesian time-varying network model, BTNA, Bayesian longitudinal network analysisMTNA, temporal multilayer network analysis, time-varying multilayer network analysis, dynamic multilayer network analysis
مرتبط44
خلاصهBayesian temporal network analysis combines probabilistic Bayesian inference with time-ordered relational data to model how network structures evolve, quantify uncertainty around structural estimates, and make principled predictions about future connectivity patterns. It provides credible intervals on edge probabilities and community assignments rather than bare point estimates.Multilayer temporal network analysis studies relational systems in which nodes interact through multiple distinct types of ties that all evolve over time. By modeling each relationship type as a separate layer and tracking how those layers change across time snapshots, the method reveals how cross-layer dynamics and temporal patterns jointly shape information flow, influence spread, and community structure.
ScholarGateمجموعه‌داده
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  3. PUBLISHED

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ScholarGateمقایسهٔ روش‌ها: Bayesian Temporal Network Analysis · Multilayer Temporal Network Analysis. بازیابی‌شده در 2026-06-15 از https://scholargate.app/fa/compare