Combining Logic, Continuous Parameters and Markov Decision Processes Using Hybrid ASP.
Alex BrikJeffrey B. RemmelPublished in: StarAI@UAI (2012)
Keyphrases
- markov decision processes
- action space
- state space
- finite state
- reinforcement learning
- optimal policy
- transition matrices
- dynamic programming
- reachability analysis
- policy iteration
- continuous state spaces
- factored mdps
- state and action spaces
- reinforcement learning algorithms
- decision theoretic planning
- average reward
- decision processes
- finite horizon
- logic programming
- average cost
- partially observable
- infinite horizon
- machine learning
- model based reinforcement learning
- partially observable markov decision processes
- action sets
- semi markov decision processes
- real time dynamic programming
- markov decision process
- planning under uncertainty
- markov decision problems
- probabilistic planning
- reward function