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Bajezijansko modelovanje zasnovano na agentima×Приближна Бајесова компјутација×
OblastSimulacijaSimulacija
PorodicaProcess / pipelineProcess / pipeline
Godina nastanka2000s–2010s2002
TvoracSunnaker et al. / Grazzini & Richiardi (among key contributors)
TipSimulation calibration and inference frameworkSimulation-based Bayesian inference
Temeljni izvorSunnaker, M., Busetto, A. G., Numminen, E., Corander, J., Foll, M., Dessimoz, C. (2013). Approximate Bayesian Computation. PLOS Computational Biology, 9(1), e1002803. DOI ↗Beaumont, M.A., Zhang, W. & Balding, D.J. (2002). Approximate Bayesian Computation in Population Genetics. Genetics, 162(4), 2025-2035. DOI ↗
Drugi naziviBayesian ABM, ABC-ABM, Bayesian Calibration of ABM, Bayesian Agent SimulationABC, likelihood-free inference, simulation-based inference, Yaklaşık Bayesçi Hesaplama (ABC)
Srodne55
SažetakBayesian 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.Approximate Bayesian Computation (ABC) is a family of simulation-based inference methods that estimate posterior distributions without requiring an analytically tractable likelihood function. Introduced by Beaumont, Zhang and Balding (2002) in the context of population genetics, ABC replaced the intractable likelihood with repeated model simulation and a comparison of summary statistics between simulated and observed data.
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ScholarGateUporedite metode: Bayesian Agent-Based Modeling · Approximate Bayesian Computation. Preuzeto 2026-06-15 sa https://scholargate.app/sr/compare