Table 2 Descriptive analysis of extracted features
From: Automated epileptic seizures detection using multi-features and multilayer perceptron neural network
Feature | EEG | Mean | STD | Min | Q1 | Q2 | Q3 | IQR | Max | SID |
|---|---|---|---|---|---|---|---|---|---|---|
Yule–Walker PSD | N | 0.6027 | 1.0179 | 0.0018 | 0.1536 | 0.3402 | 0.5719 | 0.4183 | 15.063 | 0.2091 |
E | 20.866 | 19.7967 | 0.1609 | 7.0496 | 15.703 | 27.513 | 20.4636 | 259.5852 | 10.2318 | |
Shannon entropy | N | 3.2285 | 0.5698 | 1 | 2.9579 | 3.4082 | 3.6565 | 0.6986 | 4.1804 | 0.3493 |
E | 2.0793 | 0.5666 | 0.9016 | 1.6943 | 2.0441 | 2.4196 | 0.7252 | 3.8029 | 0.3626 | |
Renyi entropy | N | 3.4005 | 0.7148 | 0.8493 | 3.1329 | 3.4929 | 3.8295 | 0.6966 | 5.3897 | 0.3483 |
E | 5.8863 | 0.5731 | 2.9858 | 5.5831 | 6.1188 | 6.2974 | 0.7142 | 6.7119 | 0.3571 | |
Teager energy | N | 0.7101 | 2.9253 | 0.0012 | 0.0719 | 0.1917 | 0.4419 | 0.3700 | 80.621 | 0.1850 |
E | 19.24708 | 51.654 | 0.0337 | 3.6780 | 7.0098 | 13.378 | 9.7003 | 720.1391 | 4.8501 |