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Robusna aproksimativna Bayesovo računanje×Robusno Bejzovsko zaključivanje×
PodručjeBayesovska statistikaBayesovska statistika
ObiteljBayesian methodsBayesian methods
Godina nastanka20161984–1990
TvoracRuli, Sartori & Ventura; Frazier, Drovandi & Nott (2016–2020)James O. Berger
Vrstalikelihood-free inferenceBayesian sensitivity / robustness framework
Temeljni izvorRuli, E., Sartori, N. & Ventura, L. (2016). Approximate Bayesian computation with composite score functions. Statistics and Computing, 26(3), 679–692. DOI ↗Berger, J. O. (1990). Robust Bayesian analysis: sensitivity to the prior. Journal of Statistical Planning and Inference, 25(3), 303–328. DOI ↗
Drugi naziviRobust ABC, robust ABC inference, outlier-robust ABC, robust likelihood-free inferenceBayesian sensitivity analysis, prior robustness, epsilon-contamination Bayesian analysis, robust Bayes
Srodne66
SažetakRobust 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.Robust Bayesian inference extends standard Bayesian analysis by replacing a single prior distribution with a class of plausible priors and examining how much the posterior conclusions change across that class. Instead of committing to one prior, the analyst bounds the posterior quantity of interest, revealing whether findings are stable or critically dependent on prior assumptions.
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ScholarGateUsporedite metode: Robust Approximate Bayesian Computation · Robust Bayesian Inference. Preuzeto 2026-06-15 s https://scholargate.app/hr/compare