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Calcolo Bayesiano Approssimato Gerarchico×Approssimate Bayesian Computation×
CampoBayesianoSimulazione
FamigliaBayesian methodsProcess / pipeline
Anno di origine2009–20102002
IdeatoreToni, Welch, Strelkowa, Ipsen & Stumpf (building on Pritchard et al. 1999 and Beaumont et al. 2002)
Tiposimulation-based Bayesian inferenceSimulation-based Bayesian inference
Fonte seminaleToni, T. & Stumpf, M. P. H. (2010). Simulation-based model selection for dynamical systems in systems and population biology. Bioinformatics, 26(1), 104–110. DOI ↗Beaumont, M.A., Zhang, W. & Balding, D.J. (2002). Approximate Bayesian Computation in Population Genetics. Genetics, 162(4), 2025-2035. DOI ↗
Aliashierarchical ABC, ABC for hierarchical models, multilevel ABC, population ABCABC, likelihood-free inference, simulation-based inference, Yaklaşık Bayesçi Hesaplama (ABC)
Correlati45
SintesiHierarchical ABC is a likelihood-free Bayesian inference method designed for multilevel data structures in which individual-level parameters are themselves drawn from a population-level distribution. By combining simulation-based rejection sampling with hierarchical pooling, it recovers both within-group and between-group posterior distributions without requiring a tractable likelihood function.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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ScholarGateConfronta i metodi: Hierarchical Approximate Bayesian Computation · Approximate Bayesian Computation. Consultato il 2026-06-17 da https://scholargate.app/it/compare