Reinforcement learning for mapping instructions to actions

ACL-IJCNLP 2009 - Joint Conf. of the 47th Annual Meeting of the Association for Computational Linguistics and 4th Int. Joint Conf. on Natural Language Processing of the AFNLP, Proceedings of the Conf.

Volumn , Issue , 2009, Pages 82-90

  Branavan, S R K ^a   Chen, Harr ^a   Zettlemoyer, Luke S ^a   Barzilay, Regina ^a  

^a MASSACHUSETTS INSTITUTE OF TECHNOLOGY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTATIONAL LINGUISTICS; LEARNING ALGORITHMS; MACHINE LEARNING; MAPPING; NATURAL LANGUAGE PROCESSING SYSTEMS; REGRESSION ANALYSIS; SUPERVISED LEARNING;

ACTION SELECTION; ACTION SEQUENCES; LOGLINEAR MODEL; NATURAL LANGUAGES; POLICY GRADIENT; REINFORCEMENT LEARNING APPROACH; TRAINING EXAMPLE; TROUBLESHOOTING GUIDE;

REINFORCEMENT LEARNING;

EID: 80051494649     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.3115/1687878.1687892     Document Type: Conference Paper

References (20)

1. Kobus Barnard and David A. Forsyth. 2001. Learning the semantics of words and pictures. In Proceedings of ICCV.
2. David L. Chen and Raymond J. Mooney. 2008. Learning to sportscast: a test of grounded language acquisition. In Proceedings of ICML.
3. Stephen Della Pietra, Vincent J. Della Pietra, and John D. Lafferty. 1997. Inducing features of random fields. IEEE Trans. Pattern Anal. Mach. Intell., 19(4):380-393.
4. Barbara Di Eugenio. 1992. Understanding natural language instructions: the case of purpose clauses. In Proceedings of ACL.
5. Michael Fleischman and Deb Roy. 2005. Intentional context in situated language learning. In Proceedings of CoNLL.
6. John Lafferty, Andrew McCallum, and Fernando Pereira. 2001. Conditional random fields: Probabilistic models for segmenting and labeling sequence data. In Proceedings of ICML.
7. Diane J. Litman, Michael S. Kearns, Satinder Singh, and Marilyn A. Walker. 2000. Automatic optimization of dialogue management. In Proceedings of COLING.
8. Raymond J. Mooney. 2008a. Learning language from its perceptual context. In Proceedings of ECML/PKDD.
9. Raymond J. Mooney. 2008b. Learning to connect language and perception. In Proceedings of AAAI.
10. Andrew Y. Ng, H. Jin Kim, Michael I. Jordan, and Shankar Sastry. 2003. Autonomous helicopter flight via reinforcement learning. In Advances in NIPS.
11. James Timothy Oates. 2001. Grounding knowledge in sensors: Unsupervised learning for language and planning. Ph.D. thesis, University of Massachusetts Amherst.
12. Deb K. Roy and Alex P. Pentland. 2002. Learning words from sights and sounds: a computational model. Cognitive Science 26, pages 113-146.
13. Nicholas Roy, Joelle Pineau, and Sebastian Thrun. 2000. Spoken dialogue management using probabilistic reasoning. In Proceedings of ACL.
14. Konrad Scheffler and Steve Young. 2002. Automatic learning of dialogue strategy using dialogue simulation and reinforcement learning. In Proceedings of HLT.
15. Satinder P. Singh, Michael J. Kearns, Diane J. Litman, and Marilyn A.Walker. 1999. Reinforcement learning for spoken dialogue systems. In Advances in NIPS.
16. Jeffrey Mark Siskind. 2001. Grounding the lexical semantics of verbs in visual perception using force dynamics and event logic. J. Artif. Intell. Res. (JAIR), 15:31-90.
17. Richard S. Sutton and Andrew G. Barto. 1998. Reinforcement Learning: An Introduction. The MIT Press.
18. Richard S. Sutton, David McAllester, Satinder Singh, and Yishay Mansour. 2000. Policy gradient methods for reinforcement learning with function approximation. In Advances in NIPS.
19. Terry Winograd. 1972. Understanding Natural Language. Academic Press.
20. Chen Yu and Dana H. Ballard. 2004. On the integration of grounding language and learning objects. In Proceedings of AAAI.