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Động lực học Hệ thống Bayes×Mô hình Markov Bayes×
Lĩnh vựcMô phỏngMô phỏng
HọProcess / pipelineProcess / pipeline
Năm ra đời2000s–2010s1990s–2000s
Người khởi xướngRahmandad, H.; Sterman, J. D. and related SD/Bayesian communitiesBriggs, A.; Sculpher, M.; and broader Bayesian statistics community
LoạiSimulation with probabilistic parameter learningProbabilistic state-transition simulation
Công trình gốcRahmandad, 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
Tên gọi khácBSD, Bayesian SD, Bayesian SD modeling, Probabilistic System DynamicsBayesian Markov Chain Model, Bayesian State-Transition Model, BMM, Bayesian Cohort Simulation
Liên quan64
Tóm tắtBayesian 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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ScholarGateSo sánh phương pháp: Bayesian System Dynamics · Bayesian Markov Model. Truy cập ngày 2026-06-15 từ https://scholargate.app/vi/compare