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확률적 마르코프 모형×이산 사건 시뮬레이션 (DES)×
분야시뮬레이션시뮬레이션
계열Process / pipelineProcess / pipeline
기원 연도19931960s (formalized); modern computational form from 1970s onward
창시자Markov, A. A. (probabilistic extension developed by Sonnenberg & Beck and others)Banks, Carson, Nelson & Nicol (textbook lineage); foundational work by Tocher & Conway (1960s)
유형Probabilistic state-transition model with Monte Carlo uncertainty propagationStochastic process simulation
원전Sonnenberg, F. A., & Beck, J. R. (1993). Markov models in medical decision making: A practical guide. Medical Decision Making, 13(4), 322–338. DOI ↗Banks, J., Carson, J.S., Nelson, B.L. & Nicol, D.M. (2010). Discrete-Event System Simulation (5th ed.). Pearson. ISBN: 978-0136062127
별칭Probabilistic Markov Model, Stochastic Markov Chain, SMM, Monte Carlo Markov ModelDES, event-driven simulation, Ayrık Olay Simülasyonu (DES)
관련64
요약A Stochastic Markov Model is a simulation technique that represents a system as a set of mutually exclusive health or decision states, moves a cohort (or individual agents) through those states using probabilistically sampled transition parameters, and aggregates outcomes across thousands of Monte Carlo iterations to produce full probability distributions over costs, outcomes, or rankings rather than single point estimates.Discrete-Event Simulation (DES) is a computational modeling paradigm in which the state of a system changes only at a countable sequence of points in time — the events. Between events nothing changes, so the simulation clock jumps directly from one event to the next. Formalized through the foundational textbooks of Banks, Carson, Nelson and Nicol and of Law in the 1960s–2000s, DES has become the standard tool for analyzing queuing systems, healthcare patient flows, manufacturing lines, and logistics networks where entities move through resources over time.
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ScholarGate방법 비교: Stochastic Markov Model · Discrete-Event Simulation. 2026-06-17에 다음에서 검색함: https://scholargate.app/ko/compare