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eeg-biometrics

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ugail / eeg-subject-identity-study

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EEG analysis code for quantifying subject-identity effects in spectral features and showing how identity leakage can inflate machine-learning performance. Includes variance decomposition, biometric evaluation, cross-session and cross-paradigm tests, and MDD leakage simulations with subject-wise controls.

machine-learning signal-processing neuroscience eeg neuroimaging electroencephalography spectral-analysis eeg-analysis data-leakage bandpower biometric-verification eeg-biometrics biomarker-validation brainprint subject-leakage
  • Updated May 15, 2026
  • Jupyter Notebook

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