Modeling the Production of Coverbal Iconic Gestures by Learning Bayesian Decision Networks

Bergmann K, Kopp S (2010)
Applied Artificial Intelligence 24(6): 530-551.

Zeitschriftenaufsatz | Veröffentlicht | Englisch
 
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Abstract / Bemerkung
Expressing spatial information with iconic gestures is abundant in human communication and requires to transform information about a referent into resembling gestural form. This task is challenging as the mapping is likely to be determined by the visuo-spatial features of the referent, the overall discourse context or concomitant speech, and its outcome varies considerably across different speakers. We present work that applies machine learning to an extensive data corpus in order to model the generation of iconic gestures with Bayesian decision networks. Modeling results from a prototype implementation are presented and evaluated with regard to the performance of different structure learning algorithms.
Erscheinungsjahr
2010
Zeitschriftentitel
Applied Artificial Intelligence
Band
24
Ausgabe
6
Seite(n)
530-551
ISSN
0883-9514
eISSN
1087-6545
Page URI
https://pub.uni-bielefeld.de/record/2001822

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Bergmann K, Kopp S. Modeling the Production of Coverbal Iconic Gestures by Learning Bayesian Decision Networks. Applied Artificial Intelligence. 2010;24(6):530-551.
Bergmann, K., & Kopp, S. (2010). Modeling the Production of Coverbal Iconic Gestures by Learning Bayesian Decision Networks. Applied Artificial Intelligence, 24(6), 530-551. doi:10.1080/08839514.2010.492162
Bergmann, K., and Kopp, S. (2010). Modeling the Production of Coverbal Iconic Gestures by Learning Bayesian Decision Networks. Applied Artificial Intelligence 24, 530-551.
Bergmann, K., & Kopp, S., 2010. Modeling the Production of Coverbal Iconic Gestures by Learning Bayesian Decision Networks. Applied Artificial Intelligence, 24(6), p 530-551.
K. Bergmann and S. Kopp, “Modeling the Production of Coverbal Iconic Gestures by Learning Bayesian Decision Networks”, Applied Artificial Intelligence, vol. 24, 2010, pp. 530-551.
Bergmann, K., Kopp, S.: Modeling the Production of Coverbal Iconic Gestures by Learning Bayesian Decision Networks. Applied Artificial Intelligence. 24, 530-551 (2010).
Bergmann, Kirsten, and Kopp, Stefan. “Modeling the Production of Coverbal Iconic Gestures by Learning Bayesian Decision Networks”. Applied Artificial Intelligence 24.6 (2010): 530-551.