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Pattern recognition modeling of American English vowel identification by four different identification-proficiency levels of Korean listeners
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논문 기본 정보

Type
Academic journal
Author
Soonhyun Hong (Inha University)
Journal
The Phonology-Morphology Circle of Korea Studies in Phonetics, Phonology and Morphology Vol.22 No.1 KCI Accredited Journals
Published
2016.4
Pages
147 - 175 (29page)

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Pattern recognition modeling of American English vowel identification by four different identification-proficiency levels of Korean listeners
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Abstract· Keywords

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It has been recently reported through pattern recognition or synthesized vowel perception studies that American English listeners categorize vowels using dynamic spectral properties and duration rather than static spectral properties only (Hillenbrand et al. 1995, Hillenbrand 2013). However, Hong (2015) showed through pattern recognition modeling that Korean listeners used static spectral properties and duration when identifying English vowels. The present study extended Hong (2015) and built a logistic regression classification model to investigate which acoustic cues (static or dynamic spectral features, duration or F0) four different identification-proficiency levels of 133 Korean listeners may use to identify American English monophthongs in /hVd/ syllables. It turned out that the two upper-level groups of Korean listeners used dynamic spectral properties and duration just like American English listeners, whereas the other two lower-level groups used static spectral properties and duration.
#English vowels #vowel perception #pattern recognition modeling #logistic regression classification of vowels #different proficiency levels

Contents

1. Introduction
2. Previous studies
3. Experiment
4. Results
5. Discussion
6. Summary and Conclusion
REFERENCES

References (23)

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ASSMANN, PETER F. and GEOFFREY S. MORRISON. 2013. Introduction. In Geoffrey S. Morrison and Peter F. Assmann (eds.). Vowel Inherent Spectral Change, Modern Acoustics and Signal Processing, 1-6. Berlin: Springer. google schola FLEGE, JAMES E., OCKE-SCHWEN BOHN and SUNYOUNG JANG. 1997. Effects of experience on non-native speakers’ production and perception of English vowels. Journal of Phonetics 25, 437-470 google schola HALL, MARK, EIBE FRANK, GEOFFREY HOLMES, BERNHARD PFAHRINGER, PETER REUTEMANN and IAN H. WITTEN. 2009. The WEKA data mining software: An update. SIGKDD Explorations 11, 10-18. google schola HILLENBRAND, JAMES M. 2013. Static and dynamic approaches to vowel perception. In Geoffrey S. Morrison and Peter F. Assmann (eds.). Vowel Inherent Spectral Change, Modern Acoustics and Signal Processing, 9-30. Berlin: Springer. google schola HILLENBRAND, JAMES M., MICHAEL J. CLARK and ROBERT A. HOUDE. 2000. Some effects of duration on vowel recognition. Journal of the Acoustical Society of America 108, 3013-3022. google schola

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UCI(KEPA) : I410-ECN-0101-2016-711-002843893