A comparison of vowel normalization procedures for language variation research
Сравнение процедур нормализации гласных для исследования языковой вариативности
2004-11-01
SCID: 54.1/9dq22dzj
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formant frequencieslanguage variationstatistical pattern analysisvowel normalizationvowel-extrinsic normalization
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Abstract (AI)
An evaluation of vowel normalization procedures for the purpose of studying language variation is presented. The procedures were compared on how effectively they (a) preserve phonemic information, (b) preserve information about the talker's regional background (or sociolinguistic information), and (c) minimize anatomical/physiological variation in acoustic representations of vowels. Recordings were made for 80 female talkers and 80 male talkers of Dutch. These talkers were stratified according to their gender and regional background. The normalization procedures were applied to measurements of the fundamental frequency and the first three formant frequencies for a large set of vowel tokens. The normalization procedures were evaluated through statistical pattern analysis. The results show that normalization procedures that use information across multiple vowels ("vowel-extrinsic" information) to normalize a single vowel token performed better than those that include only information contained in the vowel token itself ("vowel-intrinsic" information). Furthermore, the results show that normalization procedures that operate on individual formants performed better than those that use information across multiple formants (e.g., "formant-extrinsic" F2-F1).
Key Findings
1
Data comprised vowel measurements from 80 female and 80 male Dutch talkers stratified by gender and regional background.
2
Procedures operating on individual formants performed better than methods combining information across multiple formants, such as formant-extrinsic F2-F1 normalization.
3
Statistical pattern analysis was applied to fundamental-frequency and first-three-formant measurements from a large set of vowel tokens.
4
The study evaluates vowel normalization procedures using phonemic preservation, sociolinguistic information preservation, and reduction of anatomical variation as criteria.
5
Vowel-extrinsic procedures using information across multiple vowels outperformed vowel-intrinsic procedures based only on the individual vowel token.
Research Object
Dutch vowel acoustics produced by female and male talkers from different regional backgrounds
Research Subject
The comparative effectiveness of vowel normalization procedures in preserving phonemic and sociolinguistic information while minimizing anatomical and physiological variation in vowel acoustic representations
Publication Details
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2004-11-01
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