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Related Experiment Video

Updated: May 24, 2026

Behavioral Assessment of Hearing in 2 to 4 Year-old Children: A Two-interval, Observer-based Procedure Using Conditioned Play-based Responses
14:05

Behavioral Assessment of Hearing in 2 to 4 Year-old Children: A Two-interval, Observer-based Procedure Using Conditioned Play-based Responses

Published on: January 23, 2017

Evaluating acoustic speaker normalization algorithms: evidence from longitudinal child data.

Mary Elizabeth Kohn1, Charlie Farrington

  • 1Department of Linguistics, The University of North Carolina at Chapel Hill, 104A Smith Building, CB #3155, Chapel Hill, North Carolina 27599-3155, USA.

The Journal of the Acoustical Society of America
|March 20, 2012
PubMed
Summary

Speaker vowel formant normalization methods were compared in African American children. Techniques using central tendency and vowel space range best reduced age-related variation, aiding sociolinguistic studies.

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Area of Science:

  • Linguistics
  • Acoustic Phonetics
  • Sociolinguistics

Background:

  • Speaker vowel formant normalization is crucial for variationist studies to account for physiological differences.
  • Existing normalization algorithms reduce vocalic data variation, but real-time developmental studies are lacking.
  • Understanding child participation in vowel shifts requires tracking normalization effectiveness from childhood to adolescence.

Purpose of the Study:

  • To compare the effectiveness of different normalization techniques on vocalic data from African American children.
  • To assess the reduction in age and gender-related variation after applying normalization.
  • To identify normalization methods that preserve sociolinguistic variation while reducing physiological variation.

Main Methods:

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Measuring Statistical Learning Across Modalities and Domains in School-Aged Children Via an Online Platform and Neuroimaging Techniques
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Measuring Statistical Learning Across Modalities and Domains in School-Aged Children Via an Online Platform and Neuroimaging Techniques

Published on: June 30, 2020

Related Experiment Videos

Last Updated: May 24, 2026

Behavioral Assessment of Hearing in 2 to 4 Year-old Children: A Two-interval, Observer-based Procedure Using Conditioned Play-based Responses
14:05

Behavioral Assessment of Hearing in 2 to 4 Year-old Children: A Two-interval, Observer-based Procedure Using Conditioned Play-based Responses

Published on: January 23, 2017

Measuring Statistical Learning Across Modalities and Domains in School-Aged Children Via an Online Platform and Neuroimaging Techniques
08:05

Measuring Statistical Learning Across Modalities and Domains in School-Aged Children Via an Online Platform and Neuroimaging Techniques

Published on: June 30, 2020

  • Analysis of acoustic data from ten African American children across five developmental time points.
  • Application and comparison of various speaker vowel formant normalization algorithms.
  • Linear regressions used to quantify age and gender variation reduction for specific vowels (BEET, BAT, BOT, BUT, BOAR).
  • Main Results:

    • Normalization techniques incorporating central tendency and vowel space range demonstrated superior reduction of age-related variation.
    • Some age-related variation persisted post-normalization, particularly in certain vowel regions.
    • The effectiveness of normalization varied across different vowels within the speech samples.

    Conclusions:

    • Normalization methods balancing central tendency and vowel space range are most effective for developmental studies.
    • Further refinement of normalization techniques may be needed to fully eliminate age-related acoustic variation.
    • These findings facilitate better research into child phonological development and participation in sound change.