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Speech categorization is better described by induced rather than evoked neural activity.
Md Sultan Mahmud1, Mohammed Yeasin1, Gavin M Bidelman2
1Department of Electrical and Computer Engineering, University of Memphis, 3815 Central Avenue, Memphis, Tennessee 38152, USA.
The Journal of the Acoustical Society of America
|March 26, 2021
Summary
The human brain uses induced gamma-band oscillations to categorize speech sounds, demonstrating a higher accuracy (95%) than evoked beta-band activity (70%) in decoding speech categories.
Area of Science:
- Neuroscience
- Cognitive Science
- Speech Processing
Background:
- Categorical perception (CP) explains how the brain processes variable speech acoustics into discrete categories.
- Understanding the neural mechanisms of CP is crucial for deciphering speech perception.
- Electroencephalogram (EEG) offers insights into brain activity during cognitive tasks.
Purpose of the Study:
- To investigate the neural correlates of categorical perception (CP) in speech.
- To compare the effectiveness of evoked versus induced EEG activity in decoding speech categorization.
- To identify specific brain regions and frequency bands associated with CP.
Main Methods:
- Listeners performed a speech categorization task on a vowel gradient while EEG was recorded.
- Source-reconstructed EEG data were analyzed for band-specific evoked and induced neural activity.
- Support vector machine models were used to decode speech categorization from neural data.
Main Results:
- Induced gamma-band (γ-band) oscillations showed superior decoding accuracy (~95%) for speech categories compared to evoked beta-band (β-band) activity (~70%).
- Induced γ-band activity was dominant for CP decoding in the left hemisphere, while θ-band activity was dominant in the right hemisphere.
- Induced γ-band modulations were most strongly linked to behavioral CP, with specific brain regions identified for both induced and evoked activity.
Conclusions:
- Induced, high-frequency brain rhythms, particularly in the gamma band, play a dominant role in the category-level organization of speech.
- The findings highlight the distinct contributions of evoked and induced neural activity to speech categorization.
- Hemispheric differences in neural processing (gamma vs. theta bands) suggest specialized roles in speech perception.
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