Analyse de la production de voyelles anglaises par des apprenants francophones, l’acquisition du contraste /ɪ/–/iː/ à la lumière des k-NN

Can methods of supervised learning help to evaluate the degree of acquisition of a contrast in a second language? This article addresses the issue of assessing the realizations of /ɪ/ and /iː/ by French learners of English in spontaneous conversations by considering it as a classification problem, w...

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Main Authors: Adrien Méli, Nicolas Ballier
Format: Article
Language:English
Published: Presses Universitaires du Midi 2019-11-01
Series:Anglophonia
Subjects:
Online Access:https://journals.openedition.org/anglophonia/2109
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author Adrien Méli
Nicolas Ballier
author_facet Adrien Méli
Nicolas Ballier
author_sort Adrien Méli
collection DOAJ
description Can methods of supervised learning help to evaluate the degree of acquisition of a contrast in a second language? This article addresses the issue of assessing the realizations of /ɪ/ and /iː/ by French learners of English in spontaneous conversations by considering it as a classification problem, which the resort to the k-nearest neighbours algorithm (k-NN) can solve. From a longitudinal corpus of 12 speakers recorded at the university of Paris Diderot over two years, it is shown that in spite of gaps in the numbers of occurrences of tokens for each category, and in spite of the impossibility to use cross-validation, the k-NN method is a reliable means to account for the quality of learners’ vocalic realizations.
format Article
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institution Kabale University
issn 1278-3331
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language English
publishDate 2019-11-01
publisher Presses Universitaires du Midi
record_format Article
series Anglophonia
spelling doaj-art-276e9c666d2d432592c4a3355bd93bd62025-01-30T12:32:48ZengPresses Universitaires du MidiAnglophonia1278-33312427-04662019-11-012710.4000/anglophonia.2109Analyse de la production de voyelles anglaises par des apprenants francophones, l’acquisition du contraste /ɪ/–/iː/ à la lumière des k-NNAdrien MéliNicolas BallierCan methods of supervised learning help to evaluate the degree of acquisition of a contrast in a second language? This article addresses the issue of assessing the realizations of /ɪ/ and /iː/ by French learners of English in spontaneous conversations by considering it as a classification problem, which the resort to the k-nearest neighbours algorithm (k-NN) can solve. From a longitudinal corpus of 12 speakers recorded at the university of Paris Diderot over two years, it is shown that in spite of gaps in the numbers of occurrences of tokens for each category, and in spite of the impossibility to use cross-validation, the k-NN method is a reliable means to account for the quality of learners’ vocalic realizations.https://journals.openedition.org/anglophonia/2109French learnerspronunciation modelautomatic detectionk-NN.
spellingShingle Adrien Méli
Nicolas Ballier
Analyse de la production de voyelles anglaises par des apprenants francophones, l’acquisition du contraste /ɪ/–/iː/ à la lumière des k-NN
Anglophonia
French learners
pronunciation model
automatic detection
k-NN.
title Analyse de la production de voyelles anglaises par des apprenants francophones, l’acquisition du contraste /ɪ/–/iː/ à la lumière des k-NN
title_full Analyse de la production de voyelles anglaises par des apprenants francophones, l’acquisition du contraste /ɪ/–/iː/ à la lumière des k-NN
title_fullStr Analyse de la production de voyelles anglaises par des apprenants francophones, l’acquisition du contraste /ɪ/–/iː/ à la lumière des k-NN
title_full_unstemmed Analyse de la production de voyelles anglaises par des apprenants francophones, l’acquisition du contraste /ɪ/–/iː/ à la lumière des k-NN
title_short Analyse de la production de voyelles anglaises par des apprenants francophones, l’acquisition du contraste /ɪ/–/iː/ à la lumière des k-NN
title_sort analyse de la production de voyelles anglaises par des apprenants francophones l acquisition du contraste i i a la lumiere des k nn
topic French learners
pronunciation model
automatic detection
k-NN.
url https://journals.openedition.org/anglophonia/2109
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