Expectation Optimization with Probabilistic Guarantees in POMDPs with Discounted-sum Objectives.
Krishnendu ChatterjeeAdrián ElgyüttPetr NovotnýOwen RouilléPublished in: CoRR (2018)
Keyphrases
- markov decision processes
- multiple objectives
- optimization process
- dynamic programming
- global optimization
- probabilistic model
- infinite horizon
- average reward
- optimization problems
- optimal policy
- combinatorial optimization
- continuous state
- bayesian networks
- optimization criteria
- optimization method
- optimization algorithm
- probability distribution
- search algorithm
- reinforcement learning
- uncertain data
- optimal control
- heuristic search
- optimal solution