A Bayesian reinforcement learning approach for customizing human-robot interfaces

International Conference on Intelligent User Interfaces, Proceedings IUI

Volumn , Issue , 2009, Pages 355-359

  Atrash, Amin ^a   Pineau, Joelle ^a  

^a MCGILL UNIVERSITY   (Canada)

Author keywords

Activity plan recognition; Intelligent assistants; Intelligent interfaces for ubiquitous computing

Indexed keywords

AUTONOMOUS WHEELCHAIR; BAYESIAN; HUMAN MACHINE INTERACTION; HUMAN OPERATOR; HUMAN-ROBOT INTERFACE; INTELLIGENT ASSISTANTS; INTELLIGENT INTERFACES FOR UBIQUITOUS COMPUTING; LEARNING METHODS; PARTIALLY OBSERVABLE ENVIRONMENTS; PERSONAL ROBOT; PRIOR INFORMATION; PROBABILISTIC MODELS; REINFORCEMENT LEARNING APPROACH; ROBOTIC WHEELCHAIRS;

BAYESIAN NETWORKS; EDUCATION; MACHINE DESIGN; REINFORCEMENT; REINFORCEMENT LEARNING; ROBOTS; UBIQUITOUS COMPUTING; WHEELCHAIRS;

USER INTERFACES;

EID: 77953871643     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/1502650.1502700     Document Type: Conference Paper

References (18)

1. C. Atkeson and S. Schaal. Robot learning from demonstration. In International Conference on Machine Learning, pages 12-20, 1997.
2. A. Atrash, R. Kaplow, J. Villemure, R. West, H. Yamani, and J. Pineau. Towards the deployment of an intelligent wheelchair in a standardized rehabilitation environment. Interaction Studies, In Submission.
3. C. Boutilier. A POMDP formulation of preference elicitation problems. In National Conference on Artificial Intelligence, 2002.
4. R. Dearden, N. Friedman, and D. Andre. Model based Bayesian exploration. In Uncertainty in Artifical Intelligence, pages 150-159, 1999.
5. F. Doshi, J. Pineau, and N. Roy. Reinforcement learning with limited reinforcement: Using Bayes risk for active learning in POMDPs. In International Symposium on Artificial Intelligence and Mathematics, 2008.
6. R. Jaulmes, J. Pineau, and D. Precup. Active learning in partially observable Markov decision processes. In European Conference on Machine Learning, 2005.
7. L. Kaelbling, M. Littman, and A. Cassandra. Planning and acting in partially observable stochastic domains. In Artificial Intelligence, pages 99-134, 1998.
8. R. L. Kirby, D. J. Dupuis, A. H. MacPhee, A. L. Coolen, C. Smith, K. L. Best, A. M. Newtown, A. D. Mountain, D. A. MacLeod, and J. P. Bonaparte. The wheelchair skills test (version 2.4). In Arch. Phys. Med. Rehabil., volume 85, pages 795-804, 2004.
9. S. Koenig and R. Simmons. Unsupervised learning of probabilistic models for robot navigation. In International Conference on Robotics and Automation, 1996.
10. M. Montemerlo, N. Roy, and S. Thrun. Perspectives on standarization in mobile robot programming: The Carnegie Mellon Navigation (CARMEN) Toolkit. In International Conference on Robotics and Systems, pages 2436-2441, 2003.
11. A. Ng and S. Russell. Algorithms for inverse reinforcement learning. In International Conference on Machine Learning, pages 663-670, 2000.
12. J. Pineau, G. Gordon, and S. Thrun. Point-based value iteration: An anytime algorithm for POMDPs. In International Joint Conference on Artificial Intelligence, pages 1025-1032, 2003.
13. P. Poupart, N. Vlassis, J. Hoey, and K. Regan. An analytic solution to discrete Bayesian reinforcement learning. National Conference on Artificial Intelligence, 1, 2006.
14. L. R. Rabiner. A tutorial on hidden Markov models and selected applications in speech recognition. In Readings in Speech Recognition, pages 267-296, 1990.
15. N. Ratliff, J. Bagnell, and M. Zinkevich. Maximum margin planning. In International Conference on Machine Learning, pages 729-736, 2006.
16. S. Ross, B. Chaib-draa, and J. Pineau. Bayes-adaptive POMDPs. In Neural Information Processing Systems, 2007.
17. N. Roy, J. Pineau, and S. Thrun. Spoken dialogue management using probabilistic reasoning. In Proceedings of the 38th Annual Meeting of the Association for Computational Linguistics (ACL2000), 2000.
18. M. Spaan and N. Vlassis. Perseus: Randomized point-based value iteration for POMDPs. In Journal of Artificial Intelligence Research, pages 195-220, 2005.