Reinforcement Learning for Adaptive Dialogue Systems

1. Introduction
Verena Rieser, Oliver Lemon

2. Background
Verena Rieser, Oliver Lemon

3. Reinforcement Learning
Verena Rieser, Oliver Lemon

4. Proof-of-Concept: Information Seeking Strategies
Verena Rieser, Oliver Lemon

5. The Bootstrapping Approach to Developing Reinforcement Learning-based Strategies
Verena Rieser, Oliver Lemon

6. Data Collection in a Wizard-of-Oz Experiment
Verena Rieser, Oliver Lemon

7. Building Simulation Environments from Wizard-of-Oz Data
Verena Rieser, Oliver Lemon

8. Comparing Reinforcement and Supervised Learning of Dialogue Policies with Real Users
Verena Rieser, Oliver Lemon

9. Adaptive Natural Language Generation
Verena Rieser, Oliver Lemon

10. Conclusion
Verena Rieser, Oliver Lemon

Keywords: Computer Science, Computer Science, general, Artificial Intelligence (incl. Robotics), Language Translation and Linguistics, User Interfaces and Human Computer Interaction