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Krahasoni metodat

Shqyrtoni metodat e zgjedhura krah për krah; rreshtat që ndryshojnë janë të theksuar.

Model Markovian me shumë objektiva×Optimizimi me shumë objektivë×
FushaSimulimiSimulimi
FamiljaProcess / pipelineProcess / pipeline
Viti i origjinës20061896 (concept); 1989–2002 (evolutionary algorithms era)
KrijuesiChatterjee, K., Majumdar, R., Henzinger, T. A. (formal; survey: Roijers et al.)Vilfredo Pareto (concept); modern computational formulation by Goldberg and Deb et al.
LlojiStochastic sequential decision model with multiple objectivesOptimization framework
Burimi themeluesRoijers, 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 ↗Deb, K. (2001). Multi-Objective Optimization Using Evolutionary Algorithms. Wiley, Chichester. ISBN: 9780471873396
Emërtime të tjeraMOMDP, Multi-objective MDP, Multi-criteria Markov Decision Process, MO-Markov ModelMOO, Multi-Criteria Optimization, Vector Optimization, Pareto Optimization
Të lidhura53
PërmbledhjaA 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.Multi-Objective Optimization (MOO) is a mathematical and computational framework for finding solutions that simultaneously optimize two or more conflicting objective functions. Rather than collapsing all goals into a single scalar, MOO produces a set of trade-off solutions — the Pareto front — from which a decision-maker selects according to preference. It is widely used in engineering design, operations research, logistics, economics, and policy analysis.
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ScholarGateKrahasoni metodat: Multi-objective Markov Model · Multi-Objective Optimization. Marrë më 2026-06-15 nga https://scholargate.app/sq/compare