From: Epileptic seizure classifications using empirical mode decomposition and its derivative
Approach | Components | SVM | KNN | Naive Bayes | Logistic regression | ||||
---|---|---|---|---|---|---|---|---|---|
ACC | F-score | ACC | F-score | ACC | F-score | ACC | F-score | ||
EMD | IMF1 | 80.50 | 79.17 | 83.13 | 82.82 | 82.69 | 82.05 | 83.13 | 82.80 |
IMF2 | 81.38 | 80.11 | 83.31 | 83.15 | 86.19 | 86.79 | 85.63 | 85.80 | |
IMF3 | 84.75 | 85.05 | 81.81 | 81.52 | 86.06 | 86.46 | 86.25 | 86.34 | |
IMF1–IMF2 | 84.19 | 83.23 | 87.31 | 87.27 | 88.94 | 89.18 | 87.81 | 87.93 | |
IMF1–IMF3 | 88.87 | 87.85 | 89.31 | 89.32 | 90.75 | 91.02 | 89.69 | 89.72 | |
IMF2–IMF3 | 88.19 | 88.21 | 86.88 | 86.93 | 92 | 92.32 | 87.5 | 87.5 | |
IMF1–3 | 90.37 | 90.15 | 90.44 | 90.39 | 91.81 | 92.17 | 90.94 | 90.97 | |
IMF1–4 | 95 | 95.01 | 93.94 | 93.86 | 92.38 | 92.61 | 94.38 | 94.41 | |
EEMD | IMF1 | 55.88 | 42.68 | 59.63 | 59.05 | 63.75 | 56.97 | 55.63 | 50 |
IMF2 | 69.73 | 61.66 | 79.38 | 79.47 | 82.88 | 84.07 | 81.25 | 81.82 | |
IMF3 | 70.31 | 67.75 | 73.88 | 73.58 | 79.88 | 79.80 | 77.81 | 78.15 | |
IMF1–IMF2 | 70.06 | 62.49 | 77.87 | 77.63 | 84.50 | 84.99 | 87.50 | 87.58 | |
IMF1–IMF3 | 70.19 | 66.94 | 74.19 | 74.08 | 80.25 | 79.65 | 81.88 | 81.65 | |
IMF2–IMF3 | 77.31 | 75.39 | 78.38 | 78.20 | 84.50 | 85.10 | 83.44 | 83.28 | |
IMF1–3 | 76.69 | 74.32 | 78.63 | 77.69 | 85.56 | 85.77 | 89.06 | 88.89 | |
IMF1–4 | 92.94 | 92.90 | 91.50 | 91.35 | 90.69 | 90.74 | 91.25 | 91.19 | |
DWT | AC+DC1-3 | 64.63 | 58.12 | 68.88 | 67.53 | 84.50 | 84.22 | 87.50 | 87.42 |
EEG | all EEG | 58.19 | 64.84 | 67.31 | 65.83 | 69.38 | 68.95 | 62.81 | 65.51 |