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Table 5 Features importance values from XGBOOST

From: Categorisation of EEG suppression using enhanced feature extraction for SUDEP risk assessment

Feature name Feature importance in resulting model
SVD Entropy 0.090600
Power Spectral Intensity 0.073145
Petrosian Fractal Dimension 0.070548
Hurst Exponent 0.045729
Spectral Entropy 0.031101
Detrended Fluctuation Analysis 0.023219
Higuchi Fractal Dimension < 0.000001
Hjorth Mobility and Complexity < 0.000001
Fisher Information < 0.000001