Incremental multi-step Q-learning
Machine Learning - Special issue on reinforcement learning
Introduction to Reinforcement Learning
Introduction to Reinforcement Learning
The RavenClaw dialog management framework: Architecture and systems
Computer Speech and Language
Natural language generation as planning under uncertainty for spoken dialogue systems
EACL '09 Proceedings of the 12th Conference of the European Chapter of the Association for Computational Linguistics
The Hidden Information State model: A practical framework for POMDP-based spoken dialogue management
Computer Speech and Language
Evaluation of a hierarchical reinforcement learning spoken dialogue system
Computer Speech and Language
Algorithms for Reinforcement Learning
Algorithms for Reinforcement Learning
An embodied dialogue system with personality and emotions
CDS '10 Proceedings of the 2010 Workshop on Companionable Dialogue Systems
Sample-efficient batch reinforcement learning for dialogue management optimization
ACM Transactions on Speech and Language Processing (TSLP)
Towards adaptive dialogue systems for assistive living environments
Proceedings of the companion publication of the 2013 international conference on Intelligent user interfaces companion
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In this work we present an architecture for Adaptive Dialogue Systems and a novel system that serves as a Museum Guide. It employs several online Reinforcement Learning (RL) techniques to achieve adaptation to the environment as well as to different users. Not many systems have been proposed that apply online RL methods and this is one of the first to fully describe an Adaptive Dialogue System with online dialogue policy learning. We evaluate our system through user simulations and compare the several implemented algorithms on a simple scenario.