Optimizing Dialogue Management with Reinforcement Learning: Experiments with the NJFun System
Michael J. KearnsDiane J. LitmanSatinder P. SinghMarilyn A. WalkerPublished in: CoRR (2011)
Keyphrases
- dialogue management
- reinforcement learning
- learning agent
- dialogue system
- spoken dialogue systems
- state space
- language understanding
- partially observable markov decision process
- natural language generation
- reinforcement learning algorithms
- function approximation
- dynamic programming
- optimal policy
- optimal control
- virtual humans
- temporal difference
- machine learning
- model free
- solving problems
- learning process
- learning algorithm
- markov decision processes
- natural language understanding
- virtual reality
- computer graphics
- hidden markov models
- multi agent