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  Computational modelling of the recognition of foreign-accented speech

Scharenborg, O., Witteman, M. J., & Weber, A. (2012). Computational modelling of the recognition of foreign-accented speech. In Proceedings of INTERSPEECH 2012: 13th Annual Conference of the International Speech Communication Association (pp. 882 -885).

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Scharenborg_Interspeech12.3.pdf (Publisher version), 77KB
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Scharenborg, Odette1, 2, Author           
Witteman, Marijt J.1, 3, Author           
Weber, Andrea1, 2, Author           
Affiliations:
1Adaptive Listening, MPI for Psycholinguistics, Max Planck Society, ou_55207              
2Donders Institute for Brain, Cognition and Behaviour, External Organizations, ou_55236              
3International Max Planck Research School for Language Sciences, MPI for Psycholinguistics, Max Planck Society, Nijmegen, NL, ou_1119545              

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 Abstract: In foreign-accented speech, pronunciation typically deviates from the canonical form to some degree. For native listeners, it has been shown that word recognition is more difficult for strongly-accented words than for less strongly-accented words. Furthermore recognition of strongly-accented words becomes easier with additional exposure to the foreign accent. In this paper, listeners’ behaviour was simulated with Fine-tracker, a computational model of word recognition that uses real speech as input. The simulations showed that, in line with human listeners, 1) Fine-Tracker’s recognition outcome is modulated by the degree of accentedness and 2) it improves slightly after brief exposure with the accent. On the level of individual words, however, Fine-tracker failed to correctly simulate listeners’ behaviour, possibly due to differences in overall familiarity with the chosen accent (German-accented Dutch) between human listeners and Fine-Tracker.

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Language(s): eng - English
 Dates: 201220122012
 Publication Status: Issued
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Title: INTERSPEECH 2012: 13th Annual Conference of the International Speech Communication Association
Place of Event: Portland, OR
Start-/End Date: 2012-09-09 - 2012-09-13

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Title: Proceedings of INTERSPEECH 2012: 13th Annual Conference of the International Speech Communication Association
Source Genre: Proceedings
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Pages: - Volume / Issue: 1 Sequence Number: - Start / End Page: 882 - 885 Identifier: -