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Mô phỏng vi mô ngẫu nhiên×Mô hình Markov Ngẫu nhiên×
Lĩnh vựcMô phỏngMô phỏng
HọProcess / pipelineProcess / pipeline
Năm ra đời19571993
Người khởi xướngGuy H. OrcuttMarkov, A. A. (probabilistic extension developed by Sonnenberg & Beck and others)
LoạiStochastic individual-level simulationProbabilistic state-transition model with Monte Carlo uncertainty propagation
Công trình gốcOrcutt, G. H. (1957). A new type of socio-economic system. The Review of Economics and Statistics, 39(2), 116–123. DOI ↗Sonnenberg, F. A., & Beck, J. R. (1993). Markov models in medical decision making: A practical guide. Medical Decision Making, 13(4), 322–338. DOI ↗
Tên gọi khácProbabilistic Microsimulation, Monte Carlo Microsimulation, Stochastic Micro-simulation, SMSMProbabilistic Markov Model, Stochastic Markov Chain, SMM, Monte Carlo Markov Model
Liên quan66
Tóm tắtStochastic Microsimulation tracks a large population of individual units — people, households, or firms — through time by applying random draws from empirically estimated probability distributions at each transition event. Unlike deterministic counterparts, every state change is decided by chance, preserving realistic heterogeneity and allowing rigorous uncertainty quantification across multiple simulation runs.A 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.
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ScholarGateSo sánh phương pháp: Stochastic Microsimulation · Stochastic Markov Model. Truy cập ngày 2026-06-17 từ https://scholargate.app/vi/compare