方法对比
并排查看您选择的方法；存在差异的行会高亮显示。
| 贝叶斯个体模拟× | 个体模拟× | |
|---|---|---|
| 领域 | 仿真 | 仿真 |
| 方法族 | Process / pipeline | Process / pipeline |
| 起源年份≠ | 1990s–2000s | 1957 |
| 提出者≠ | Williamson, P.; Birkin, M.; Rees, P. H. and related health-economics researchers | Guy Orcutt (concept, 1957); modern tax-transfer frameworks developed through EUROMOD and related projects |
| 类型≠ | Individual-level probabilistic simulation with Bayesian updating | Policy simulation / computational social science |
| 开创性文献≠ | 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 ↗ |
| 别名≠ | Bayesian micro-simulation, BMS, Bayesian individual-level simulation, Probabilistic microsimulation | Mikrosimülasyon, micro-simulation, policy microsimulation |
| 相关≠ | 6 | 5 |
| 摘要≠ | 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数据集 ↗ |
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