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Bayesian System Dynamics×Bayes'i Markovi mudel×
ValdkondSimulatsioonSimulatsioon
PerekondProcess / pipelineProcess / pipeline
Tekkeaasta2000s–2010s1990s–2000s
LoojaRahmandad, H.; Sterman, J. D. and related SD/Bayesian communitiesBriggs, A.; Sculpher, M.; and broader Bayesian statistics community
TüüpSimulation with probabilistic parameter learningProbabilistic state-transition simulation
AlgallikasRahmandad, 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 ↗Briggs, A., Sculpher, M., Claxton, K. (2006). Decision Modelling for Health Economic Evaluation. Oxford University Press, Oxford. ISBN: 9780198526629
RööpnimetusedBSD, Bayesian SD, Bayesian SD modeling, Probabilistic System DynamicsBayesian Markov Chain Model, Bayesian State-Transition Model, BMM, Bayesian Cohort Simulation
Seotud64
KokkuvõteBayesian 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.A Bayesian Markov model is a state-transition simulation method that combines Markov chain cohort modeling with Bayesian statistical inference. By placing prior distributions on transition probabilities and updating them with observed data, the approach propagates full parameter uncertainty through the simulation, yielding posterior distributions over outcomes such as costs, life-years, or quality-adjusted life-years rather than single-point estimates.
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ScholarGateVõrdle meetodeid: Bayesian System Dynamics · Bayesian Markov Model. Loetud 2026-06-15 aadressilt https://scholargate.app/et/compare