Skip to main content

Distinguishing the Communicative Functions of Gestures

An Experiment with Annotated Gesture Data

  • Conference paper
Book cover Machine Learning for Multimodal Interaction (MLMI 2008)

Part of the book series: Lecture Notes in Computer Science ((LNISA,volume 5237))

Included in the following conference series:

Abstract

This paper deals with the results of a machine learning experiment conducted on annotated gesture data from two case studies (Danish and Estonian). The data concern mainly facial displays, that are annotated with attributes relating to shape and dynamics, as well as communicative function. The results of the experiments show that the granularity of the attributes used seems appropriate for the task of distinguishing the desired communicative functions. This is a promising result in view of a future automation of the annotation task.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 39.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 54.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  • Allwood, J.: Dialog Coding – Function and Grammar. Gothenburg Papers. In: Theoretical Linguistics. Department of Linguistics, vol. 85, Gothenburg University (2001a)

    Google Scholar 

  • Allwood, J.: The Structure of Dialog. In: Taylor, M., Bouwhuis, D., Nel, F. (eds.) The Structure of Multimodal Dialogue II, pp. 3–24. Amsterdam, Benjamins (2001b)

    Google Scholar 

  • Allwood, J., Cerrato, L.: A study of gestural feedback expressions. In: Paggio, P., et al. (eds.) Proceedings of the First Nordic Symposium on Multimodal Communication, pp. 7–22 (2003)

    Google Scholar 

  • Allwood, J., Nivre, J., Ahlsén, E.: On the Semantics and Pragmatics of Linguistic Feedback. Journal of Semantics 9, 1–26 (1992)

    Article  Google Scholar 

  • Allwood, J., Cerrato, L., Jokinen, K., Navarretta, C., Paggio, P.: The MUMIN coding scheme for the annotation of feedback, turn management and sequencing phenomena. In: Martin, J.C., et al. (eds.) Multimodal Corpora for Modelling Human Multimodal Behaviour. Special issue of the International Journal of Language Resources and Evaluation, vol. 41(3–4), pp. 273–287. Springer, Heidelberg (2007)

    Google Scholar 

  • Campbell, N.: Tools and Resources for Visualising Conversational-Speech Interaction. In: LREC 2008, Marrakesh, Morocco (2008)

    Google Scholar 

  • Carletta, J.: Assessing agreement on classification tasks: the kappa statistics. Computational Linguistics 22(2), 249–254 (1996)

    Google Scholar 

  • Carletta, J.: Unleashing the killer corpus: experiences in creating the multi-everything AMI Meeting Corpus. In: Language Resources and Evaluation, vol. 41(2), pp. 181–190. Springer, Heidelberg (2007)

    Google Scholar 

  • Cerrato, L.: Investigating Communicative Feedback Phenomena across Languages and Modalities. PhD Thesis in Speech and Music Communication, Stockholm, KTH (2007)

    Google Scholar 

  • Clark, H.H., Schaefer, E.F.: Contributing to Discourse. Cognitive Science 13, 259–294 (1989)

    Article  Google Scholar 

  • Douxchamps, D., Campbell, N.: Robust real-time tracking for the analysis of human behaviour. In: Popescu-Belis, A., Renals, S., Bourlard, H. (eds.) MLMI 2007. LNCS, vol. 4892. Springer, Heidelberg (2008)

    Chapter  Google Scholar 

  • Duncan Jr., S., Fiske, D.W.: Face-to-Face Interaction: Research, Methods and Theory. John Wiley & Sons/Lawrence Erlbaum, Mahwah (1977)

    Google Scholar 

  • Jokinen, K., Ragni, A.: Clustering experiments on the communicative properties of gaze and gestures. In: Proceeding of the 3rd. Baltic Conference on Human Language Technologies, Kaunas (2007)

    Google Scholar 

  • Kendon, A.: Gesture, Cambridge (2004)

    Google Scholar 

  • Kipp, M.: Anvil – A Generic Annotation Tool for Multimodal Dialogue. In: Proceedings of Eurospeech 2001, pp. 1367–1370 (2001)

    Google Scholar 

  • Martin, J.C., Paggio, P., Kuenlein, P., Stiefelhagen, R., Pianesi, F. (eds.): Multimodal Corpora for Modelling Human Multimodal Behaviour. Special issue of the International Journal of Language Resources and Evaluation, vol. 41(3–4). Springer, Heidelberg (2007)

    Google Scholar 

  • McNeill, D.: Hand and Mind: What Gestures Reveal About Thought. University of Chicago Press, Chicago (1992)

    Google Scholar 

  • Mostefa, D., Moreau, N., Choukri, K., Potamianos, G., Chu, S.M., Tyagi, A., Casas, J.R., Turmo, J., Cristoforetti, L., Tobia, F., Pnevmatikakis, A., Mylonakis, V., Talantzis, F., Burger, S., Stiefelhagen, R., Bernardin, K., Rochet, C.: The CHIL audiovisual corpus for lecture and meeting analysis inside smart rooms. In: Language Resources and Evaluation, vol. 41(3-4), pp. 389–407. Springer, Heidelberg (2007)

    Google Scholar 

  • Peirce, C.S.: Elements of Logic. In: Hartshorne, C., Weiss, P. (eds.) Collected Papers of Charles Sanders Peirce, vol. 2, Harvard University Press, Cambridge (1931)

    Google Scholar 

  • Witten, I.H., Frank, E.: Data Mining: Practical machine learning tools and techniques, 2nd edn. Morgan Kaufmann, San Francisco (2005)

    MATH  Google Scholar 

  • Platt, J.: Sequential minimal optimization: A fast algorithm for training support vector machines. Technical Report MSR-TR-98-14, Microsoft Research (1998)

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Andrei Popescu-Belis Rainer Stiefelhagen

Rights and permissions

Reprints and permissions

Copyright information

© 2008 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Jokinen, K., Navarretta, C., Paggio, P. (2008). Distinguishing the Communicative Functions of Gestures. In: Popescu-Belis, A., Stiefelhagen, R. (eds) Machine Learning for Multimodal Interaction. MLMI 2008. Lecture Notes in Computer Science, vol 5237. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-85853-9_4

Download citation

  • DOI: https://doi.org/10.1007/978-3-540-85853-9_4

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-85852-2

  • Online ISBN: 978-3-540-85853-9

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics