Table 2 Comparison of average values for EEG signal parameters using DWT.
From: A comprehensive EEG dataset and performance assessment for Autism Spectrum Disorder
Parameter | Class | FP1 | FP2 | C3 | C4 | T5 | T6 | O1 | O2 | ... | T4 | P3 | P4 | Average |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
SNR | Normal | 3.0102 | 3.0103 | 3.0103 | 3.0104 | 3.0101 | 3.0103 | 3.0104 | 3.0107 | ... | 3.0102 | 3.0102 | 3.0103 | 3.0103 |
Autism | 3.0102 | 3.0103 | 3.0100 | 3.0097 | 3.0098 | 3.0096 | 3.0078 | 3.0105 | ... | 3.0105 | 3.0105 | 3.0051 | 3.0098 | |
MAE | Normal | 15517.37 | 10506.19 | 5587.02 | 11397.50 | 483.01 | 8220.16 | 4272.16 | 201.36 | ... | 6905.90 | 8549.93 | 13307.41 | 6235.74 |
Autism | 5398.20 | 4429.87 | 4095.06 | 2078.01 | 2919.78 | 2497.65 | 1044.14 | 4605.82 | ... | 7716.64 | 3361.48 | 755.07 | 4785.08 | |
MSE | Normal | 240789 | 110380 | 312149 | 129903 | 233556 | 675711 | 182519 | 40930.7 | ... | 476917 | 731016 | 177087 | 601468 |
Autism | 291430 | 196260 | 167710 | 431965 | 852616 | 623955 | 109222 | 212152 | ... | 595526 | 113062 | 578906 | 309690 | |
SE | Normal | 3.1159 | 3.1821 | 3.1143 | 2.5262 | 4.0870 | 2.7683 | 3.3243 | 2.9308 | ... | 2.2427 | 1.8900 | 2.2878 | 2.6736 |
Autism | 1.1555 | 1.1462 | 1.0559 | 0.9413 | 1.2859 | 1.1403 | 1.0366 | 1.1323 | ... | 1.9590 | 0.8942 | 0.8975 | 1.0417 | |
PSD | Normal | 3.3456 | 2.4041 | 0.6087 | 0.5741 | 2.0680 | 2.3675 | 6.1341 | 5.0894 | ... | 7.4146 | 11.0268 | 4.3307 | 6.9798 |
Autism | 115.16 | 103.94 | 58.46 | 71.64 | 35.06 | 49.89 | 84.56 | 60.99 | ... | 275.95 | 307.61 | 404.80 | 206.25 | |
Hjorth activity | Normal | 1254.80 | 318.40 | 205.18 | 1091.69 | 375.84 | 354.83 | 938.10 | 667.60 | ... | 1406.47 | 2701.01 | 983.68 | 2372.93 |
Autism | 14613.19 | 13051.86 | 9133.42 | 9353.67 | 6893.01 | 7759.56 | 12394.49 | 8967.74 | ... | 35752.00 | 40404.98 | 54010.81 | 28190.51 | |
Hjorth mobility | Normal | 0.6766 | 1.0979 | 0.8219 | 0.1231 | 0.9124 | 1.3384 | 1.4083 | 1.5759 | ... | 0.7815 | 0.8490 | 0.8056 | 0.8134 |
Autism | 1.8441 | 1.8612 | 1.6894 | 1.8559 | 1.4720 | 1.6756 | 1.7420 | 1.7334 | ... | 1.8602 | 1.8520 | 1.8381 | 1.7594 | |
Hjorth complexity | Normal | 2.7319 | 1.6802 | 2.2464 | 11.8030 | 1.8641 | 1.3975 | 1.3027 | 1.1802 | ... | 2.3887 | 2.2306 | 2.3357 | 3.3508 |
Autism | 1.0312 | 1.0216 | 1.1254 | 1.0248 | 1.2903 | 1.1340 | 1.0913 | 1.0959 | ... | 1.0221 | 1.0268 | 1.0345 | 1.0873 |
