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محاكاة مونت كارلو المتينة×الاستدلال البايزي القوي×
المجالبايزيبايزي
العائلةBayesian methodsBayesian methods
سنة النشأة1990s–2000s1984–1990
صاحب الطريقةSaltelli, Rubinstein, and the uncertainty-quantification communityJames O. Berger
النوعRobust simulation / uncertainty quantificationBayesian sensitivity / robustness framework
المصدر التأسيسيSaltelli, A., Ratto, M., Andres, T., Campolongo, F., Cariboni, J., Gatelli, D., Saisana, M. & Tarantola, S. (2008). Global Sensitivity Analysis: The Primer. Wiley. ISBN: 978-0470059975Berger, J. O. (1990). Robust Bayesian analysis: sensitivity to the prior. Journal of Statistical Planning and Inference, 25(3), 303–328. DOI ↗
الأسماء البديلةrobust MC simulation, Monte Carlo robustness analysis, robust stochastic simulation, uncertainty-robust Monte CarloBayesian sensitivity analysis, prior robustness, epsilon-contamination Bayesian analysis, robust Bayes
ذات صلة66
الملخصRobust Monte Carlo simulation extends standard Monte Carlo by explicitly accounting for uncertainty in input distributions, model structure, or parameter assumptions. Rather than assuming a single fixed probability distribution for each input, the analyst considers a family of plausible distributions and evaluates how sensitive the output is to those choices, yielding conclusions that hold across a range of reasonable assumptions.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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  1. v1
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  3. PUBLISHED

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ScholarGateقارن الطرق: Robust Monte Carlo Simulation · Robust Bayesian Inference. استُرجع بتاريخ 2026-06-17 من https://scholargate.app/ar/compare