Using logistic regression to initialise reinforcement-learning-based dialogue systems

2006 IEEE ACL Spoken Language Technology Workshop, SLT 2006, Proceedings

Volumn , Issue , 2006, Pages 190-193

  Rieser, Verena ^a   Lemon, Oliver ^b  

^a SAARLAND UNIVERSITY   (Germany)

^b UNIVERSITY OF EDINBURGH   (United Kingdom)

Author keywords

Learning systems; Natural language interfaces; Speech communication; User interfaces

Indexed keywords

DIALOGUE STRATEGIES; DIALOGUE SYSTEMS; FEATURE SELECTION; LEARNING SYSTEMS; LEARNING TECHNIQUES; LOGISTIC MODELS; LOGISTIC REGRESSION; MULTI-MODAL; NATURAL LANGUAGE INTERFACES; SPEECH COMMUNICATION; SPOKEN LANGUAGES; USER INTERFACES; WIZARD-OF-OZ; ACCURATE PREDICTION; DIALOGUE STRATEGY; FEATURES SELECTION; HUMAN DIALOGUES; LOGISTICS REGRESSIONS; REINFORCEMENT LEARNINGS; WIZARD OF OZ;

CLARIFICATION; CLARIFIERS; EDUCATION; ELECTRIC REACTORS; FOOD PROCESSING; FORECASTING; LEARNING ALGORITHMS; LINGUISTICS; MATERIALS HANDLING; REINFORCEMENT LEARNING; SPEECH; SPEECH PROCESSING; SUPERVISED LEARNING; TECHNOLOGY; BEHAVIORAL RESEARCH; NATURAL LANGUAGE PROCESSING SYSTEMS; REGRESSION ANALYSIS; SPEECH COMMUNICATION; USER INTERFACES;

REINFORCEMENT; SUPERVISED LEARNING;

EID: 48849115858     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/SLT.2006.326777     Document Type: Conference Paper

References (13)

1. E. Levin and R. Pieraccini, "A stochastic model of computer-human interaction for learning dialogue strategies," in Eurospeech, 1997.
2. J. Henderson, O. Lemon, and K. Georgila, "Hybrid Reinforcement/ Supervised Learning for Dialogue Policies from COMMUNICATOR data," in Proc. IJCAI Dialogue Workshop, 2005.
3. J. Williams and S. Young, "Using wizard-of-oz simulations to bootstrap reinforcement-learning-based dialog management systems," in Proc. 4th SIGdial W/shop, 2003.
4. V. Rieser, I. Kruijff-Korbayová, and O. Lemon, "A corpus collection and annotation framework for learning multimodal clarification strategies," in Proc. 6th SIG-dial Workshop, 2005.
5. V. Rieser and O. Lemon, "Using machine learning to explore human multimodal clarification strategies," in Proc. ACL, 2006.
6. V. Rieser and J. Moore, "Implications for Generating Clarification Requests in Task-oriented Dialogues," in Proc. ACL, 2005.
7. H. Clark, Using Language, CUP, 1996.
8. V. Rieser and O. Lemon, "Cluster-based user simulations for learning dialogue strategies," in Proc. of Interspeech06 - ICSLP, 2006.
9. M. Walker, C. Kamm, and D. Litman, "Towards developing general models of usability with PARADISE," Natural Language Engineering, 2000.
10. S. Menrad, "Applied logistic regression analysis," Sage University paper series on quantitative applications in the Social Sciences, vol. 07-106, 1995.
11. N. Japkowicz, "Learning from imbalanced data sets: A comparison of various strategies," in Learning from Imbalanced Data Sets AAAI Workshop, 2000.
12. I. Witten and E. Frank, Data Mining: Practical Machine Learning Tools and Techniques (Second Edition), Morgan Kaufmann, 2005.
13. K. Toutanova and Ch. Manning, "Feature selection for a rich HPSP grammar using decision trees," in Proc. 6th CoNLL, 2002.