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Promedio Dinámico de Modelos Bayesianos×Red Bayesiana Dinámica×
CampoBayesianoBayesiano
FamiliaBayesian methodsBayesian methods
Año de origen20101989
Autor originalRaftery, Karny & EttlerThomas Dean & Keiji Kanazawa
Tipodynamic ensemble / model combinationprobabilistic graphical model for sequences
Fuente seminalRaftery, A. E., Karny, M., & Ettler, P. (2010). Online prediction under model uncertainty via dynamic model averaging: Application to a cold rolling mill. Technometrics, 52(1), 52-66. DOI ↗Dean, T. & Kanazawa, K. (1989). A model for reasoning about persistence and causation. Computational Intelligence, 5(3), 142–150. DOI ↗
AliasDMA, dynamic model averaging, time-varying BMA, online Bayesian model averagingDBN, temporal Bayesian network, dynamic probabilistic graphical model, two-slice temporal Bayesian network
Relacionados65
ResumenDynamic Bayesian Model Averaging (DMA) extends standard Bayesian model averaging to settings where the best predictive model may change over time. It maintains a probability distribution over a set of competing models and updates that distribution sequentially as new observations arrive, allowing model weights to evolve rather than remaining fixed across the entire sample.A Dynamic Bayesian Network (DBN) extends a standard Bayesian network over time by representing how a set of random variables evolve across discrete time steps. It captures both the conditional independence structure among variables at each instant and the probabilistic dependencies between consecutive time slices, enabling principled reasoning about temporal processes under uncertainty.
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ScholarGateComparar métodos: Dynamic Bayesian Model Averaging · Dynamic Bayesian Network. Recuperado el 2026-06-15 de https://scholargate.app/es/compare