Open access
Aug 2026
XGBoost Classification of Epileptic EEG Using Nonlinear Dynamical Features and SHAP
To evaluate whether nonlinear descriptors of electroencephalogram (EEG) signals support interpretable XGBoost classification and to determine how analysis window duration affects performance. A secondary analysis of the public Bonn EEG dataset was performed. Nine nonlinear features were extracted from non-overlapping 1...
Xiaojie Lu, Hui Lou, Xiao-Yang Jin et al.
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