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베이즈 에이전트 기반 모델링×베이즈 미시 시뮬레이션×
분야시뮬레이션시뮬레이션
계열Process / pipelineProcess / pipeline
기원 연도2000s–2010s1990s–2000s
창시자Sunnaker et al. / Grazzini & Richiardi (among key contributors)Williamson, P.; Birkin, M.; Rees, P. H. and related health-economics researchers
유형Simulation calibration and inference frameworkIndividual-level probabilistic simulation with Bayesian updating
원전Sunnaker, M., Busetto, A. G., Numminen, E., Corander, J., Foll, M., Dessimoz, C. (2013). Approximate Bayesian Computation. PLOS Computational Biology, 9(1), e1002803. DOI ↗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 ↗
별칭Bayesian ABM, ABC-ABM, Bayesian Calibration of ABM, Bayesian Agent SimulationBayesian micro-simulation, BMS, Bayesian individual-level simulation, Probabilistic microsimulation
관련56
요약Bayesian Agent-Based Modeling integrates Bayesian statistical inference with agent-based simulation to calibrate model parameters and quantify uncertainty. Rather than fixing agent rules and parameters by assumption, this approach treats unknown parameters as probability distributions and updates them systematically against observed data, yielding a full posterior over plausible model configurations.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.
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