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System Dynamics Bayesowskie×Symulacja metodą Bayesa i Monte Carlo×
DziedzinaSymulacjaSymulacja
RodzinaProcess / pipelineProcess / pipeline
Rok powstania2000s–2010s1987–1990s
TwórcaRahmandad, H.; Sterman, J. D. and related SD/Bayesian communitiesO'Hagan, A. and colleagues
TypSimulation with probabilistic parameter learningSimulation / uncertainty quantification
Źródło pierwotneRahmandad, H., & Sterman, J. D. (2008). Heterogeneity and network structure in the dynamics of diffusion: Comparing agent-based and differential equation models. Management Science, 54(5), 998–1014. DOI ↗O'Hagan, A., Buck, C. E., Daneshkhah, A., Eiser, J. R., Garthwaite, P. H., Jenkinson, D. J., Oakley, J. E., & Rakow, T. (2006). Uncertain Judgements: Eliciting Experts' Probabilities. Wiley. ISBN: 9780470029992
Inne nazwyBSD, Bayesian SD, Bayesian SD modeling, Probabilistic System DynamicsBayesian MC, BMC simulation, Bayesian stochastic simulation, Bayesian uncertainty propagation
Pokrewne64
PodsumowanieBayesian System Dynamics (BSD) integrates Bayesian statistical inference with causal stock-and-flow simulation models. Prior knowledge about model parameters is updated using observed time-series data to produce posterior distributions, which are then propagated through the simulation to yield probabilistic forecasts and policy evaluations rather than single deterministic trajectories.Bayesian Monte Carlo Simulation integrates Bayesian statistical inference with Monte Carlo sampling to propagate uncertainty through complex models. Instead of drawing samples from arbitrary distributions, it conditions sampling on observed data and expert prior knowledge via Bayes' theorem, yielding posterior-based uncertainty estimates that are both statistically coherent and interpretable in probabilistic terms.
ScholarGateZbiór danych
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  1. v1
  2. 2 Źródła
  3. PUBLISHED

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ScholarGatePorównaj metody: Bayesian System Dynamics · Bayesian Monte Carlo Simulation. Pobrano 2026-06-15 z https://scholargate.app/pl/compare