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Calcolo Bayesiano Approssimato Robusto×Approssimate Bayesian Computation×
CampoBayesianoSimulazione
FamigliaBayesian methodsProcess / pipeline
Anno di origine20162002
IdeatoreRuli, Sartori & Ventura; Frazier, Drovandi & Nott (2016–2020)
Tipolikelihood-free inferenceSimulation-based Bayesian inference
Fonte seminaleRuli, E., Sartori, N. & Ventura, L. (2016). Approximate Bayesian computation with composite score functions. Statistics and Computing, 26(3), 679–692. DOI ↗Beaumont, M.A., Zhang, W. & Balding, D.J. (2002). Approximate Bayesian Computation in Population Genetics. Genetics, 162(4), 2025-2035. DOI ↗
AliasRobust ABC, robust ABC inference, outlier-robust ABC, robust likelihood-free inferenceABC, likelihood-free inference, simulation-based inference, Yaklaşık Bayesçi Hesaplama (ABC)
Correlati65
SintesiRobust ABC extends standard Approximate Bayesian Computation to handle outliers, model misspecification, and sensitivity to summary statistic choice. By replacing conventional distance measures with robust alternatives — such as composite scores, trimmed statistics, or synthetic likelihoods — it protects posterior inference from being distorted by atypical observations or an imperfect simulator.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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  1. v1
  2. 2 Fonti
  3. PUBLISHED
  1. v1
  2. 2 Fonti
  3. PUBLISHED

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ScholarGateConfronta i metodi: Robust Approximate Bayesian Computation · Approximate Bayesian Computation. Consultato il 2026-06-15 da https://scholargate.app/it/compare