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 | 94.12 | 94 | 94.38 | 94.35 | 94.56 | 94.28 | 85 | 82.73 |
IMF2 | 94.06 | 93.81 | 92.94 | 92.77 | 93.75 | 93.42 | 94.06 | 93.97 | |
IMF3 | 93.63 | 93.60 | 94.75 | 94.59 | 95.81 | 95.66 | 77.19 | 80 | |
IMF1–IMF2 | 94.69 | 94.53 | 93.25 | 93.15 | 94.94 | 94.70 | 83.13 | 84.75 | |
IMF1–IMF3 | 85.50 | 86.56 | 95.44 | 95.35 | 96.88 | 96.77 | 94.69 | 94.50 | |
IMF2–IMF3 | 93.34 | 93.77 | 94.81 | 94.66 | 96.13 | 95.99 | 83.44 | 82.03 | |
IMF1–3 | 93 | 93.31 | 94.88 | 94.80 | 96.19 | 96.06 | 82.50 | 82.93 | |
IMF1–4 | 93.81 | 94.03 | 94.66 | 94.59 | 95.75 | 95.62 | 84.38 | 83.77 | |
EEMD | IMF1 | 96.06 | 96.02 | 95.06 | 95.05 | 94.44 | 94.26 | 96.25 | 96.25 |
IMF2 | 92.13 | 91.90 | 91.94 | 91.88 | 93 | 92.56 | 92.50 | 92.31 | |
IMF3 | 94.56 | 94.48 | 94.25 | 94.20 | 95.56 | 95.39 | 96.88 | 96.86 | |
IMF1–IMF2 | 94.38 | 94.26 | 94.94 | 94.88 | 94.81 | 94.61 | 81.88 | 81.29 | |
IMF1–IMF3 | 74.31 | 73.80 | 95.31 | 95.26 | 96.75 | 96.6 | 79.69 | 78.83 | |
IMF2–IMF3 | 94.94 | 94.83 | 93.75 | 93.74 | 95.69 | 95.52 | 96.88 | 96.89 | |
IMF1–3 | 95.12 | 94.84 | 96.69 | 96.66 | 96.06 | 95.93 | 88.13 | 88.34 | |
IMF1–4 | 91.25 | 90.64 | 96.31 | 96.29 | 96.81 | 96.68 | 90.31 | 89.42 | |
DWT | AC+DC1-3 | 81.25 | 77.56 | 93.31 | 93.24 | 95 | 94.87 | 88.75 | 88.82 |
EEG | All EEG | 72.06 | 67.29 | 93.31 | 93.37 | 77.37 | 71.59 | 89.06 | 88.14 |