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ベイズミクロシミュレーション×マイクロシミュレーション×
分野シミュレーションシミュレーション
系統Process / pipelineProcess / pipeline
提唱年1990s–2000s1957
提唱者Williamson, P.; Birkin, M.; Rees, P. H. and related health-economics researchersGuy Orcutt (concept, 1957); modern tax-transfer frameworks developed through EUROMOD and related projects
種類Individual-level probabilistic simulation with Bayesian updatingPolicy simulation / computational social science
原典Williamson, 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 ↗O'Donoghue, C. (Ed.) (2014). Handbook of Microsimulation Modelling. Emerald. DOI ↗
別名Bayesian micro-simulation, BMS, Bayesian individual-level simulation, Probabilistic microsimulationMikrosimülasyon, micro-simulation, policy microsimulation
関連65
概要Bayesian 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.Microsimulation is a computational method that simulates policy effects by operating directly on a population of individual micro-units — households, firms, patients — and applying rules to each unit according to its own demographic, economic, and behavioural characteristics. Developed conceptually by Guy Orcutt in 1957, it has become the standard tool for evaluating tax reform, pension systems, and health policy before implementation.
ScholarGateデータセット
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ScholarGate手法を比較: Bayesian Microsimulation · Microsimulation. 2026-06-15に以下より取得 https://scholargate.app/ja/compare