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Foreign Accent and Forensic Speaker Identification in Voice Lineups: The Influence of Acoustic Features Based on Prosody
Published on: September 27, 2024
Acoustic voice variation in spontaneous speech.
1Department of Head and Neck Surgery, David Geffen School of Medicine at UCLA, Los Angeles, California 90095-1794, USA.
This study found that acoustic voice spaces in spontaneous speech are similar to read speech. Fundamental frequency variability was a key differentiator in spontaneous speech, impacting speaker recognition models.
Area of Science:
- Acoustic phonetics
- Speech processing
- Speaker recognition
Background:
- Previous research indicated similar acoustic voice spaces for male and female talkers in read speech.
- The acoustic voice space describes the range and distribution of voice characteristics.
Purpose of the Study:
- To replicate and extend findings on acoustic voice variation in read speech.
- To compare acoustic voice spaces derived from spontaneous speech versus read speech.
- To investigate the role of fundamental frequency variability in spontaneous speech.
Main Methods:
- Principal component analysis (PCA) applied to acoustic indices of voice quality.
- Analysis of phone conversations from 99/100 talkers previously studied.
- Comparison of acoustic voice spaces from spontaneous and read speech data.
Main Results:
- Acoustic voice spaces from spontaneous speech closely resemble those from read speech.
- Variability in fundamental frequency significantly contributed to acoustic variability in spontaneous speech, unlike in read speech.
- The findings support the robustness of acoustic voice spaces across speech types.
Conclusions:
- Acoustic voice spaces are largely consistent between read and spontaneous speech.
- Fundamental frequency variability is a crucial factor in spontaneous speech analysis.
- These insights can refine prototype models for speaker recognition and discrimination.
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