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 | 94.31 | 94.16 | 94.38 | 94.31 | 94.31 | 94.03 | 86.25 | 87.06 |
IMF2 | 94.12 | 93.85 | 92.62 | 92.48 | 93.13 | 92.79 | 94.06 | 94.22 | |
IMF3 | 93.38 | 93.36 | 94.63 | 94.45 | 95.63 | 95.48 | 87.50 | 86.58 | |
IMF1–IMF2 | 94.56 | 94.40 | 93.81 | 93.70 | 94.56 | 94.33 | 92.5 | 92.31 | |
IMF1–IMF3 | 92.06 | 92.38 | 95.63 | 95.53 | 96.88 | 96.77 | 96.25 | 96.23 | |
IMF2–IMF3 | 94.50 | 94.35 | 94.81 | 94.66 | 95.88 | 95.74 | 89.69 | 89.39 | |
IMF1–3 | 90 | 90.99 | 94.88 | 94.81 | 96.19 | 96.07 | 93.75 | 93.59 | |
IMF1–4 | 87.38 | 85.90 | 94.63 | 94.59 | 96 | 95.89 | 92.81 | 92.55 | |
EEMD | IMF1 | 96.06 | 96.04 | 94.44 | 94.43 | 93.75 | 93.60 | 96.25 | 96.30 |
IMF2 | 92.44 | 92.19 | 91.81 | 91.69 | 93.50 | 93.12 | 87.19 | 86.38 | |
IMF3 | 94.50 | 94.42 | 94.06 | 94.02 | 95.44 | 95.27 | 92.19 | 91.80 | |
IMF1–IMF2 | 94.94 | 94.86 | 94.81 | 94.76 | 94.12 | 93.91 | 92.50 | 92.68 | |
IMF1–IMF3 | 81.69 | 80.29 | 95.94 | 95.90 | 97 | 96.91 | 84.38 | 84.66 | |
IMF2–IMF3 | 94.44 | 94.32 | 94.25 | 94.21 | 95.38 | 95.18 | 91.25 | 91.36 | |
IMF1–3 | 94.19 | 94.39 | 97 | 96.97 | 95.75 | 95.62 | 90.31 | 90.22 | |
IMF1–4 | 93.56 | 93.30 | 96.19 | 96.17 | 96.88 | 96.77 | 93.13 | 92.86 | |
DWT | AC+DC1-3 | 80.81 | 76.83 | 93.44 | 93.38 | 94.56 | 94.43 | 90.94 | 90.97 |
EEG | All EEG | 59.75 | 66.33 | 93.25 | 93.35 | 78.94 | 74.41 | 88.44 | 87.46 |