From: Data mining EEG signals in depression for their diagnostic value
Status | # of features | Sen. (%) | Spec. (%) | LR+ | LR- | PPV (%) | NPV (%) | Acc. (%) | Error depressed | Error healthy |
---|---|---|---|---|---|---|---|---|---|---|
Alpha (8–10.5 Hz), Beta, Delta & Theta | ||||||||||
EC | 112 Raw Features | 56 | 51 | 1.1 | 0.8 | 56 | 51 | 52 | 4 | 17 |
60 GA + LDA | 78 | 74 | 3.02 | 0.2 | 78 | 74 | 75 | 2 | 9 | |
EO | 112 Raw Features | 22 | 71 | 0.7 | 1.08 | 22 | 71 | 61 | 7 | 10 |
58 GA + LDA | 78 | 80 | 3.8 | 0.2 | 78 | 80 | 80 | 2 | 7 | |
Alpha (10.5–13 Hz), Beta, Delta & Theta | ||||||||||
EC | 112 Raw Features | 56 | 60 | 1.3 | 0.7 | 56 | 60 | 59 | 4 | 14 |
46 GA + LDA | 78 | 69 | 2.4 | 0.3 | 78 | 69 | 70 | 2 | 11 | |
EO | 112 Raw Features | 44 | 66 | 1.2 | 0.8 | 44 | 66 | 61 | 5 | 12 |
42 GA + LDA | 67 | 74 | 2.5 | 0.4 | 67 | 74 | 73 | 3 | 9 | |
Alpha (8–13 Hz), Beta, Delta & Theta | ||||||||||
EC | 112 Raw Features | 33 | 57 | 0.7 | 1.1 | 33 | 57 | 52 | 6 | 15 |
60 GA + LDA | 78 | 77 | 3.4 | 0.2 | 78 | 77 | 77 | 2 | 8 | |
EO | 112 Raw Features | 56 | 43 | 0.9 | 1.03 | 56 | 43 | 45 | 4 | 20 |
58 GA + LDA | 67 | 74 | 2.5 | 0.4 | 67 | 74 | 73 | 3 | 9 |