Toward Affective Dialogue Modeling using Partially Observable Markov Decision Processes

B.H.T. Bui Huu Trung, Jakob Zwiers, Mannes Poel, Antinus Nijholt

Abstract

We propose a novel approach to developing a dialogue model which is able to take into account some aspects of the user’s emotional state and acts appropriately. The dialogue model uses a Partially Observable Markov Decision Process approach with observations composed of the observed user’s emotional state and action. A simple example of route navigation is explained to clarify our approach and preliminary results & future plans are briefly discussed.
Original languageUndefined
Title of host publicationProceedings of the 1st workshop on Emotion and Computing - Current Research and Future Impact
EditorsD. Reichardt, P. Levi, J.J.C. Meyer
Place of PublicationBremen
PublisherUniversity of Bremen
Pages47-50
Number of pages4
ISBN (Print)3-88722-664-X
StatePublished - Jun 2006

Publication series

Name
PublisherUniversity of Bremen
Numbersuppl 2

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Keywords

  • EWI-8835
  • IR-66792
  • HMI-MI: MULTIMODAL INTERACTIONS
  • HMI-SLT: Speech and Language Technology
  • METIS-237821

Cite this

Bui Huu Trung, B. H. T., Zwiers, J., Poel, M., & Nijholt, A. (2006). Toward Affective Dialogue Modeling using Partially Observable Markov Decision Processes. In D. Reichardt, P. Levi, & J. J. C. Meyer (Eds.), Proceedings of the 1st workshop on Emotion and Computing - Current Research and Future Impact (pp. 47-50). Bremen: University of Bremen.

Bui Huu Trung, B.H.T.; Zwiers, Jakob; Poel, Mannes; Nijholt, Antinus / Toward Affective Dialogue Modeling using Partially Observable Markov Decision Processes.

Proceedings of the 1st workshop on Emotion and Computing - Current Research and Future Impact. ed. / D. Reichardt; P. Levi; J.J.C. Meyer. Bremen : University of Bremen, 2006. p. 47-50.

Research output: Scientific - peer-reviewConference contribution

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Bui Huu Trung, BHT, Zwiers, J, Poel, M & Nijholt, A 2006, Toward Affective Dialogue Modeling using Partially Observable Markov Decision Processes. in D Reichardt, P Levi & JJC Meyer (eds), Proceedings of the 1st workshop on Emotion and Computing - Current Research and Future Impact. University of Bremen, Bremen, pp. 47-50.

Toward Affective Dialogue Modeling using Partially Observable Markov Decision Processes. / Bui Huu Trung, B.H.T.; Zwiers, Jakob; Poel, Mannes; Nijholt, Antinus.

Proceedings of the 1st workshop on Emotion and Computing - Current Research and Future Impact. ed. / D. Reichardt; P. Levi; J.J.C. Meyer. Bremen : University of Bremen, 2006. p. 47-50.

Research output: Scientific - peer-reviewConference contribution

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AB - We propose a novel approach to developing a dialogue model which is able to take into account some aspects of the user’s emotional state and acts appropriately. The dialogue model uses a Partially Observable Markov Decision Process approach with observations composed of the observed user’s emotional state and action. A simple example of route navigation is explained to clarify our approach and preliminary results & future plans are briefly discussed.

KW - EWI-8835

KW - IR-66792

KW - HMI-MI: MULTIMODAL INTERACTIONS

KW - HMI-SLT: Speech and Language Technology

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BT - Proceedings of the 1st workshop on Emotion and Computing - Current Research and Future Impact

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Bui Huu Trung BHT, Zwiers J, Poel M, Nijholt A. Toward Affective Dialogue Modeling using Partially Observable Markov Decision Processes. In Reichardt D, Levi P, Meyer JJC, editors, Proceedings of the 1st workshop on Emotion and Computing - Current Research and Future Impact. Bremen: University of Bremen. 2006. p. 47-50.