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Model Markov Multi-objektif×Model Markov Stokastik×
BidangSimulasiSimulasi
KeluargaProcess / pipelineProcess / pipeline
Tahun asal20061993
PencetusChatterjee, K., Majumdar, R., Henzinger, T. A. (formal; survey: Roijers et al.)Markov, A. A. (probabilistic extension developed by Sonnenberg & Beck and others)
TipeStochastic sequential decision model with multiple objectivesProbabilistic state-transition model with Monte Carlo uncertainty propagation
Sumber perintisRoijers, D. M., Vamplew, P., Whiteson, S., & Dazeley, R. (2013). A survey of multi-objective sequential decision-making. Journal of Artificial Intelligence Research, 48, 67–113. 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 ↗
AliasMOMDP, Multi-objective MDP, Multi-criteria Markov Decision Process, MO-Markov ModelProbabilistic Markov Model, Stochastic Markov Chain, SMM, Monte Carlo Markov Model
Terkait56
RingkasanA Multi-objective Markov Model (MOMDP) extends classical Markov Decision Processes to settings where an agent must optimize several reward signals simultaneously. Instead of a single optimal policy, the model produces a Pareto-optimal set of policies, enabling decision-makers to navigate trade-offs between competing goals such as cost, risk, and throughput over time.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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ScholarGateBandingkan metode: Multi-objective Markov Model · Stochastic Markov Model. Diakses 2026-06-17 dari https://scholargate.app/id/compare