Human Technology Foundation
A large-scale benchmark of over 340,000 EEG mental command decoding configurations revealed that no single algorithmic pipeline universally optimizes performance across all users, highlighting the necessity of personalized approaches. While spatial methods like Covariance Tangent Space Projection and CSP showed the highest average accuracies, specific nonlinear features outperformed them for certain individuals, especially in heterogeneous datasets.
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