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Table 3 Performance results (%) for pre-seizure and seizure EEG signal classification using the nonlinear feature-set

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

ApproachComponentsSVMKNNNaive BayesLogistic regression
ACCF-scoreACCF-scoreACCF-scoreACCF-score
EMDIMF180.5079.1783.1382.8282.6982.0583.1382.80
IMF281.3880.1183.3183.1586.1986.7985.6385.80
IMF384.7585.0581.8181.5286.0686.4686.2586.34
IMF1–IMF284.1983.2387.3187.2788.9489.1887.8187.93
IMF1–IMF388.8787.8589.3189.3290.7591.0289.6989.72
IMF2–IMF388.1988.2186.8886.939292.3287.587.5
IMF1–390.3790.1590.4490.3991.8192.1790.9490.97
IMF1–4 9595.0193.9493.8692.3892.6194.3894.41
EEMDIMF155.8842.6859.6359.0563.7556.9755.6350
IMF269.7361.6679.3879.4782.8884.0781.2581.82
IMF370.3167.7573.8873.5879.8879.8077.8178.15
IMF1–IMF270.0662.4977.8777.6384.5084.9987.5087.58
IMF1–IMF370.1966.9474.1974.0880.2579.6581.8881.65
IMF2–IMF377.3175.3978.3878.2084.5085.1083.4483.28
IMF1–376.6974.3278.6377.6985.5685.7789.0688.89
IMF1–492.9492.9091.5091.3590.6990.7491.2591.19
DWTAC+DC1-364.6358.1268.8867.5384.5084.22 87.5087.42
EEGall EEG58.1964.8467.3165.8369.3868.9562.8165.51