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A Corpus-based study on the Effects of Gender on Voiceless Fricatives in American English

  • Yoon, Tae-Jin
  • Received : 2015.01.31
  • Accepted : 2015.03.15
  • Published : 2015.03.31

Abstract

This paper investigates the acoustic characteristics of English fricatives in the TIMIT corpus, with a special focus on the role of gender in rendering fricatives in American English. The TIMIT database includes 630 talkers and 2342 different sentences, comprising over five hours of speech. Acoustic analyses are conducted in the domain of spectral and temporal properties by treating gender as an independent factor. The results of acoustic analyses revealed that the most acoustic properties of voiceless sibilants turned out to be different between male and female speakers, but those of voiceless non-sibilants did not show differences. A classification experiment using linear discriminant analysis (LDA) revealed that 85.73% of voiceless fricatives are correctly classified. The sibilants are 88.61% correctly classified, whereas the non-sibilants are only 57.91% correctly classified. The majority of the errors are from the misclassification of /ɵ/ as [f]. The average accuracy of gender classification is 77.67%. Most of the inaccuracy results are from the classification of female speakers in non-sibilants. The results are accounted for by resorting to biological differences as well as macro-social factors. The paper contributes to the understanding of the role of gender in a large-scale speech corpus.

Keywords

corpus;TIMIT;gender;fricatives;acoustic analysis

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Cited by

  1. A corpus-based study on the effects of voicing and gender on American English Fricatives vol.10, pp.2, 2018, https://doi.org/10.13064/KSSS.2018.10.2.007
  2. A corpus-based study on the effects of voicing and gender on American English Fricatives vol.10, pp.2, 2018, https://doi.org/10.13064/KSSS.2018.10.2.7

Acknowledgement

Supported by : Sungshin University