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Bayesian Discrete-Event Simulation×Stochastická simulace diskrétních událostí×
OborSimulaceSimulace
RodinaProcess / pipelineProcess / pipeline
Rok vzniku2000s–2010s1960s–1970s
TvůrceDeveloped across operations research and Bayesian statistics communities; prominently formalized in health economic simulation in the 2000s–2010sBanks, Carson, Nelson, Nicol; Law, A. M.
TypHybrid simulation-inference frameworkStochastic simulation model
Původní zdrojOnggo, B. S., & Kunc, M. (2016). Combining discrete-event simulation and Bayesian updating for incorporating evidence from real-world data. Journal of Simulation, 10(1), 1-12. link ↗Banks, J., Carson, J. S., Nelson, B. L., & Nicol, D. M. (2010). Discrete-Event System Simulation (5th ed.). Prentice Hall. ISBN: 9780136062127
Další názvyBayesian DES, BDES, Bayesian event-driven simulation, posterior-driven discrete-event simulationStochastic DES, SDES, Probabilistic DES, Monte Carlo DES
Příbuzné66
ShrnutíBayesian Discrete-Event Simulation (BDES) integrates Bayesian statistical inference with discrete-event simulation. Prior beliefs about system parameters — such as service rates, arrival times, or failure probabilities — are updated with observed data via Bayes' theorem, and the resulting posterior distributions directly drive the simulation engine. This coupling allows modelers to propagate both aleatory and epistemic uncertainty through event-driven process models.Stochastic Discrete-Event Simulation (Stochastic DES) models complex systems by advancing simulated time from one discrete event to the next, drawing event durations and inter-arrival times from fitted probability distributions. It is the standard technique for analyzing queues, manufacturing lines, healthcare pathways, and logistics networks under uncertainty, producing output statistics with confidence intervals.
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ScholarGatePorovnat metody: Bayesian Discrete-Event Simulation · Stochastic Discrete-Event Simulation. Získáno 2026-06-17 z https://scholargate.app/cs/compare