EEG-Based Bilingual Proficiency Prediction
Interpretable Spatiotemporal Neural Networks for EEG-Based Bilingual Proficiency Prediction
Interpretable Spatiotemporal Neural Networks for EEG-Based Bilingual Proficiency Prediction
Champaign, IL • Nov 2024
- Analyzed EEG(electroencephalography) signals, identifying peak activity in bilinguals for efficient language processing
- Developed a CNN-LSTM model using EEG data to predict bilingual proficiency, capturing spatial and temporal brain activity patterns
- Used Integrated Gradients to highlight key brain regions (left frontal, right parietal, and right posterior temporal lobes) in relevant language processing tasks