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Sistem Dinamik Bayesian×Simulasi Monte Carlo Bayesian×
BidangSimulasiSimulasi
KeluargaProcess / pipelineProcess / pipeline
Tahun asal2000s–2010s1987–1990s
PengasasRahmandad, H.; Sterman, J. D. and related SD/Bayesian communitiesO'Hagan, A. and colleagues
JenisSimulation with probabilistic parameter learningSimulation / uncertainty quantification
Sumber perintisRahmandad, 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
AliasBSD, Bayesian SD, Bayesian SD modeling, Probabilistic System DynamicsBayesian MC, BMC simulation, Bayesian stochastic simulation, Bayesian uncertainty propagation
Berkaitan64
RingkasanBayesian 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.
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ScholarGateBandingkan kaedah: Bayesian System Dynamics · Bayesian Monte Carlo Simulation. Dicapai 2026-06-15 daripada https://scholargate.app/ms/compare