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Dynamic Bayesian Model Averaging×Dynamic Bayesian Inference×
DziedzinaStatystyka bayesowskaStatystyka bayesowska
RodzinaBayesian methodsBayesian methods
Rok powstania20101989–1997
TwórcaRaftery, Karny & EttlerWest & Harrison (dynamic linear models); Dean & Kanazawa (dynamic Bayesian networks)
Typdynamic ensemble / model combinationBayesian sequential / online inference framework
Źródło pierwotneRaftery, 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 ↗West, M. & Harrison, J. (1997). Bayesian Forecasting and Dynamic Models (2nd ed.). Springer. ISBN: 978-0387947259
Inne nazwyDMA, dynamic model averaging, time-varying BMA, online Bayesian model averagingonline Bayesian inference, sequential Bayesian updating, recursive Bayesian estimation, dynamic Bayesian updating
Pokrewne66
PodsumowanieDynamic 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.Dynamic Bayesian inference is a framework for performing Bayesian updating sequentially as new observations arrive over time. Rather than fitting a static model to a fixed dataset, it tracks how a posterior distribution over latent states or parameters evolves step by step, combining a prior with each new likelihood to produce an updated posterior that propagates forward through time.
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