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Table 2 Performance results (%) for pre-seizure and seizure EEG signal classification using the spectral feature-set

From: Epileptic seizure classifications using empirical mode decomposition and its derivative

ApproachComponentsSVMKNNNaive BayesLogistic regression
ACCF-scoreACCF-scoreACCF-scoreACCF-score
EMDIMF194.129494.3894.3594.5694.288582.73
IMF294.0693.8192.9492.7793.7593.4294.0693.97
IMF393.6393.6094.7594.5995.8195.6677.1980
IMF1–IMF294.6994.5393.2593.1594.9494.7083.1384.75
IMF1–IMF385.5086.5695.4495.3596.8896.7794.6994.50
IMF2–IMF393.3493.7794.8194.6696.1395.9983.4482.03
IMF1–39393.3194.8894.8096.1996.0682.5082.93
IMF1–493.8194.0394.6694.5995.7595.6284.3883.77
EEMDIMF196.0696.0295.0695.0594.4494.2696.2596.25
IMF292.1391.9091.9491.889392.5692.5092.31
IMF394.5694.4894.2594.2095.5695.3996.8896.86
IMF1–IMF294.3894.2694.9494.8894.8194.6181.8881.29
IMF1–IMF374.3173.8095.3195.2696.7596.679.6978.83
IMF2–IMF394.9494.8393.7593.7495.6995.5296.8896.89
IMF1–395.1294.8496.6996.6696.0695.9388.1388.34
IMF1–491.2590.6496.3196.2996.8196.6890.3189.42
DWTAC+DC1-381.2577.5693.3193.249594.8788.7588.82
EEGAll EEG72.0667.2993.3193.3777.3771.5989.0688.14