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Chronset: An automated tool for detecting speech onset.
Frédéric Roux1,2, Blair C Armstrong3,4, Manuel Carreiras3,5,6
1School of Psychology, University of Birmingham, College of Life and Environmental Sciences, Birmingham, United Kingdom. fredericrouxw@gmail.com.
Chronset is a new automated tool for measuring speech onset times, overcoming the limitations of manual methods. This speech analysis software provides accurate results across languages and speakers, enhancing experimental psychology research.
Area of Science:
- Experimental Psychology
- Acoustic Phonetics
- Computational Linguistics
Background:
- Speech onset time analysis is crucial in experimental psychology for understanding stimulus-response dynamics.
- Current manual or semi-automatic methods for measuring speech onset are time-consuming and labor-intensive.
- A need exists for accurate, automated tools to streamline speech onset time measurement in research.
Purpose of the Study:
- To introduce Chronset, a fully automated tool for estimating speech onset times.
- To validate Chronset's accuracy and generalizability across diverse languages and speaker populations.
- To demonstrate Chronset's potential for integration with existing methods to enhance precision.
Main Methods:
- Chronset utilizes multitaper spectral analysis to extract multiple acoustic features.
- Statistical optimization techniques are employed for robust speech onset estimation.
- The tool's performance is compared against human observations for validation.
Main Results:
- Chronset accurately estimates speech onset latencies, showing close agreement with human measurements.
- The automated approach demonstrates generalizability across different languages and speaker populations.
- Integration with prior work further refines the precision of speech onset detection.
Conclusions:
- Chronset offers a reliable and efficient automated solution for speech onset time analysis.
- The tool significantly reduces the time and effort required for speech response measurement.
- Chronset is publicly available, facilitating its adoption in experimental psychology and related fields.
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