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Bayesian Microsimulation×Mikrosimulasi Stokastik×
BidangSimulasiSimulasi
KeluargaProcess / pipelineProcess / pipeline
Tahun asal1990s–2000s1957
PengasasWilliamson, P.; Birkin, M.; Rees, P. H. and related health-economics researchersGuy H. Orcutt
JenisIndividual-level probabilistic simulation with Bayesian updatingStochastic individual-level simulation
Sumber perintisWilliamson, 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 ↗
AliasBayesian micro-simulation, BMS, Bayesian individual-level simulation, Probabilistic microsimulationProbabilistic Microsimulation, Monte Carlo Microsimulation, Stochastic Micro-simulation, SMSM
Berkaitan66
RingkasanBayesian 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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ScholarGateBandingkan kaedah: Bayesian Microsimulation · Stochastic Microsimulation. Dicapai 2026-06-15 daripada https://scholargate.app/ms/compare