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Using Phonologically Weighted Levenshtein Distances for the Prediction of Microscopic Intelligibility

Fontan, Lionel and Ferrané, Isabelle and Farinas, Jérôme and Pinquier, Julien and Aumont, Xavier Using Phonologically Weighted Levenshtein Distances for the Prediction of Microscopic Intelligibility. (2016) In: Annual conference Interspeech (INTERSPEECH 2016), 8 September 2016 - 12 September 2016 (San Francisco, CA, United States).

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Official URL: http://dx.doi.org/10.21437/Interspeech.2016-431

Abstract

This article presents a new method for analyzing Automatic Speech Recognition (ASR) results at the phonological feature level. To this end the Levenshtein distance algorithm is refined in order to take into account the distinctive features opposing substituted phonemes. This method allows to survey features additions or deletions, providing microscopic qualitative information as a complement to word recognition scores. To explore the relevance of the qualitative data gathered by this method, a study is conducted on a speech corpus simulating presbycusis effects on speech perception at eight severity stages. Consonantic features additions and deletions in ASR outputs are analyzed and put in relation with intelligibility data collected in 30 human subjects. ASR results show monotonic trends in most conso- nantic features along the degradation conditions, which appear to be consistent with the misperceptions that could be observed in human subjects.

Item Type:Conference or Workshop Item (Paper)
Additional Information:Thanks to International Society for Computers and their Applications (ISCA). The original PDF is available at: http://www.isca-speech.org/archive/Interspeech_2016/abstracts/0431.html
HAL Id:hal-01474904
Audience (conference):International conference proceedings
Uncontrolled Keywords:
Institution:French research institutions > Centre National de la Recherche Scientifique - CNRS (FRANCE)
Université de Toulouse > Institut National Polytechnique de Toulouse - INPT (FRANCE)
Université de Toulouse > Université Toulouse III - Paul Sabatier - UPS (FRANCE)
Université de Toulouse > Université Toulouse - Jean Jaurès - UT2J (FRANCE)
Université de Toulouse > Université Toulouse 1 Capitole - UT1 (FRANCE)
Other partners > Archean Technologies (FRANCE)
Laboratory name:
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Deposited By: IRIT IRIT
Deposited On:01 Feb 2017 14:44

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