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OblastSimulacijaSimulacija
PorodicaProcess / pipelineProcess / pipeline
Godina nastanka1984–19941957 (Bellman DP); Bayesian extensions 1990s–2000s
TvoracBerger, J. O. (Bayesian robustness); Saltelli et al. (global SA integration)Bellman, R.; extended by Bayesian frameworks (Duff, Bertsekas)
TipUncertainty propagation and sensitivity quantificationSequential optimization with Bayesian belief updating
Temeljni izvorBerger, J. O. (1994). An overview of robust Bayesian analysis. Test, 3(1), 5–124. DOI ↗Bertsekas, D. P. (1995). Dynamic Programming and Optimal Control. Athena Scientific, Belmont, MA. ISBN: 9781886529267
Drugi naziviBSA, Bayesian SA, Bayesian robustness analysis, prior sensitivity analysisBDP, Bayesian DP, Bayesian sequential optimization, Bayesian stochastic control
Srodne54
SažetakBayesian Sensitivity Analysis (BSA) combines Bayesian inference with sensitivity analysis to systematically quantify how uncertain model inputs — expressed as prior probability distributions — propagate through a model and influence outputs. It identifies which parameters most drive output variability, supporting robust conclusions under genuine uncertainty.Bayesian Dynamic Programming (BDP) combines Bellman's dynamic programming framework with Bayesian inference to optimize sequential decisions when transition probabilities or reward structures are unknown. At each stage, the agent updates beliefs about the environment using observed outcomes, then computes an optimal policy that explicitly accounts for both immediate rewards and the value of information gained through exploration.
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ScholarGateUporedite metode: Bayesian Sensitivity Analysis · Bayesian Dynamic Programming. Preuzeto 2026-06-15 sa https://scholargate.app/sr/compare