Process / pipelineSimulation / optimization
贝叶斯个体模拟 — 具有贝叶斯参数估计的概率个体水平模拟
贝叶斯个体模拟将异质性人群的个体水平模拟与贝叶斯统计推断相结合。每个合成个体遵循一个概率生命路径，而模型参数则受先验信念的支配，这些信念会根据观测数据进行更新。这种方法广泛用于卫生技术评估、公共政策成本核算和人口预测，在这些领域中，模型输入和结构性假设中的不确定性必须被正式量化并传播到输出估计值中。
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Method map
The neighbourhood of related methods — select a node to explore.
来源
- 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: 10.1068/a300785 ↗
- Spiegelhalter, D. J., Abrams, K. R., & Myles, J. P. (2004). Bayesian Approaches to Clinical Trials and Health-Care Evaluation. John Wiley & Sons. ISBN: 9780471499756
如何引用本页
ScholarGate. (2026, June 3). Bayesian Microsimulation — Probabilistic individual-level simulation with Bayesian parameter estimation. ScholarGate. https://scholargate.app/zh/simulation/bayesian-microsimulation
Which method?
Set this method beside its closest kin and read them side by side — the library lays the books on the table; the choice is yours.
- Agent-Based Microsimulation仿真↔ compare
- 贝叶斯推断统计学↔ compare
- 马尔可夫模型仿真↔ compare
- 个体模拟仿真↔ compare
- 蒙特卡洛模拟决策↔ compare
- 随机微观模拟仿真↔ compare