JOURNAL ARTICLE

Time-Integrated Curvature of Fundamental Frequency as a Novel Approach to Pitch Complexity: Insights From First-Language Pitch Development.

  • Published In: Journal of Speech, Language & Hearing Research, 2025, v. 68, n. 7. P. 3171 1 of 3

  • Database: Academic Search Ultimate 2 of 3

  • Authored By: Lei He 3 of 3

Abstract

Purpose: Commonly used methods for computing the fundamental frequency (F0) variability either fail to capture time-dependent variations (such as the range, standard deviation, and coefficient of variation) or are abstract in terms of interpretations (such as polynomial regressions fitted over an annotated region). A novel approach based on time-integrated curvature was proposed to capture temporal variations in the F0 across an utterance. A corpus comprising one group of adults and three age groups of children was used to perform a preliminary test of this method in comparison with the range and coefficient of variation. Method: The time-integrated curvature of F0 was computed based on the second derivative of F0, which indicates its bending direction and the degree at each instant. The second derivative was squared, integrated, and normalized to the utterance length to obtain an estimation of the total time-dependent variations in F0. Linear mixed-effects models were used to evaluate the effect of age group on the new method, as well as the F0 range and coefficient of variation. Results: Both the coefficient of variation and the time-integrated curvature of F0 showed a significant effect on age groups. While the coefficient of variation showed a significant difference between adults and children in general, the time-integrated curvature also demonstrated similarities in neighboring age groups. These results are in line with previous research showing that children do not produce adultlike complexities in pitch contours. Conclusion: This study demonstrated that the novel approach provided valuable insights into first-language pitch development and indicated further applicability in areas where time-dependent F0 variations are relevant, such as speech pathology and forensic voice comparison. [ABSTRACT FROM AUTHOR]

Additional Information

  • Source:Journal of Speech, Language & Hearing Research. 2025/07, Vol. 68, Issue 7, p3171
  • Document Type:Article
  • Subject Area:Music
  • Publication Date:2025
  • ISSN:1092-4388
  • DOI:10.1044/2025_JSLHR-24-00851
  • Accession Number:186522582
  • Copyright Statement:Copyright of Journal of Speech, Language & Hearing Research is the property of American Speech-Language-Hearing Association and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)

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