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 | 69 | 43 | 1.21 | 0.72 | 53 | 60 | 56 | 8 | 4 |
60 GA + LDA | 89 | 89 | 8.09 | 0.12 | 94 | 80 | 89 | 1 | 2 | |
EO | 112 Raw Features | 68 | 50 | 1.36 | 0.64 | 83 | 30 | 64 | 3 | 7 |
58 GA + LDA | 94 | 75 | 3.76 | 0.08 | 83 | 90 | 88 | 3 | 1 | |
Alpha (10.5–13 Hz), Beta, Delta & Theta | ||||||||||
EC | 112 Raw Features | 73 | 78 | 3.32 | 0.35 | 80 | 70 | 75 | 2 | 3 |
46 GA + LDA | 77 | 100 | Inf | 0.23 | 100 | 70 | 86 | 0 | 3 | |
EO | 112 Raw Features | 62 | 71 | 2.14 | 0.54 | 80 | 50 | 65 | 2 | 5 |
42 GA + LDA | 80 | 80 | 4 | 0.24 | 80 | 80 | 80 | 2 | 2 | |
Alpha (8–13 Hz), Beta, Delta & Theta | ||||||||||
EC | 112 Raw Features | 62 | 33 | 0.93 | 1.15 | 76 | 20 | 56 | 4 | 8 |
60 GA + LDA | 88 | 80 | 4.4 | 0.15 | 88 | 80 | 85 | 2 | 2 | |
EO | 112 Raw Features | 67 | 40 | 1.12 | 0.83 | 67 | 40 | 57 | 6 | 6 |
58 GA + LDA | 94 | 75 | 3.76 | 0.08 | 83 | 90 | 86 | 3 | 1 |