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HọProcess / pipelineProcess / pipeline
Năm ra đời1990s–2000s1957
Người khởi xướngWilliamson, P.; Birkin, M.; Rees, P. H. and related health-economics researchersGuy H. Orcutt
LoạiIndividual-level probabilistic simulation with Bayesian updatingStochastic individual-level simulation
Công trình gốcWilliamson, P., Birkin, M., & Rees, P. H. (2000). The estimation of population microdata by using data from small area statistics and samples of anonymised records. Environment and Planning A, 30(5), 785-816. DOI ↗Orcutt, G. H. (1957). A new type of socio-economic system. The Review of Economics and Statistics, 39(2), 116–123. DOI ↗
Tên gọi khácBayesian micro-simulation, BMS, Bayesian individual-level simulation, Probabilistic microsimulationProbabilistic Microsimulation, Monte Carlo Microsimulation, Stochastic Micro-simulation, SMSM
Liên quan66
Tóm tắtBayesian Microsimulation combines individual-level simulation of heterogeneous populations with Bayesian statistical inference. Each synthetic individual follows a probabilistic life path, while model parameters are governed by prior beliefs updated with observed data. This approach is widely used in health technology assessment, public policy costing, and demographic projection, where uncertainty in both model inputs and structural assumptions must be formally quantified and propagated through to output estimates.Stochastic Microsimulation tracks a large population of individual units — people, households, or firms — through time by applying random draws from empirically estimated probability distributions at each transition event. Unlike deterministic counterparts, every state change is decided by chance, preserving realistic heterogeneity and allowing rigorous uncertainty quantification across multiple simulation runs.
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ScholarGateSo sánh phương pháp: Bayesian Microsimulation · Stochastic Microsimulation. Truy cập ngày 2026-06-15 từ https://scholargate.app/vi/compare