Table 2.
A subset of features Extracted from the EEG dataset.
| Features/category | Mean absolute value (MAV) | Standard deviation | Skewness | Kurtosis | RMS Power | MAV ratio between adjacent sidebands | Activity | Mobility | Complexity | |
|---|---|---|---|---|---|---|---|---|---|---|
| Normal Signal | MAX | 106.7859 | 78.94465 | 0.218029 | 4.326632 | 111.7333 | 0.790126 | 6232.258 | 0.545033 | 2.604474 |
| MIN | 27.65216 | 31.65529 | −0.35486 | 2.746312 | 34.91518 | 0.707107 | 1002.057 | 0.247076 | 1.455799 | |
| AVG | 54.16027 | 57.37346 | −0.02148 | 3.230966 | 66.64868 | 0.727363 | 3427.589 | 0.360995 | 1.972086 | |
| STD | 16.22131 | 11.71526 | 0.114972 | 0.27586 | 16.89996 | 0.016739 | 1301.82 | 0.06438 | 0.235525 | |
| Interictal Signal | MAX | 384.4638 | 622.3303 | 2.875449 | 14.44804 | 622.3172 | 0.718972 | 387,295 | 0.297324 | 4.668411 |
| MIN | 22.75521 | 27.17553 | −1.95023 | 2.620492 | 29.19894 | 0.702985 | 738.5096 | 0.123272 | 1.712706 | |
| AVG | 76.35908 | 92.71864 | 0.076662 | 4.309593 | 99.99496 | 0.709926 | 15,214.5 | 0.206204 | 2.823581 | |
| STD | 55.39758 | 81.75938 | 0.758032 | 2.571865 | 80.30411 | 0.002848 | 44,354.38 | 0.043508 | 0.558374 | |
| Ictal Signal (Seizure) | MAX | 711.3554 | 866.1592 | 2.255783 | 9.70101 | 866.0678 | 0.758486 | 750,231.8 | 0.557975 | 3.525137 |
| MIN | 114.7202 | 134.8554 | −1.57528 | 1.930258 | 149.6405 | 0.696656 | 18,185.99 | 0.173916 | 1.191911 | |
| AVG | 345.724 | 433.0973 | −0.05962 | 3.401424 | 435.4889 | 0.716124 | 230,797.8 | 0.327848 | 1.788587 | |
| STD | 164.5184 | 208.9524 | 0.752165 | 1.179565 | 207.4267 | 0.010699 | 201,320.6 | 0.075077 | 0.40559 | |