Table 2 Classification results from 100 trials on all six combinations of subsets
From: Epilepsy EEG classification using morphological component analysis
Feature | RBF kernel parameters | SPE [%] min-max avg | SEN [%] min-max avg | Acc [%] min-max avg |
|---|---|---|---|---|
Set F vs S | ||||
fR, EMIFS | σ = 0.99, c = 1.0 | 86.66–100.0 99.43 | 80.00–100.0 93.53 | 90.00–100.0 96.48 |
\( {\sigma}_T^2 \), <ω>2 | σ = 1.0, c = 1.0 | 100.0–100.0 100.0 | 83.33–100.0 94.26 | 91.66–100.0 97.13 |
Set N vs S | ||||
fR, EMIFS | σ = 1.0, c = 1.0 | 93.33–100.0 99.36 | 93.33–100.0 99.46 | 96.66–100.0 99.41 |
\( {\sigma}_T^2 \), <ω>2 | σ = 1.0, c = 1.0 | 93.33–100.0 99.66 | 96.66–100.0 99.90 | 96.66–100.0 99.78 |
Set O vs S | ||||
fR, EMIFS | σ = 1.0, c = 1.0 | 93.33–100.0 99.83 | 100.0–100.0 100.0 | 96.66–100.0 99.91 |
\( {\sigma}_T^2 \), <ω>2 | σ = 1.0, c = 1.0 | 86.66–100.0 94.40 | 66.66–100.0 81.56 | 81.66–95.00 87.98 |
Set Z vs S | ||||
fR, EMIFS | σ = 1.0, c = 1.0 | 93.33–100.0 99.26 | 100.0–100.0 100.0 | 96.66–100.0 99.63 |
\( {\sigma}_T^2 \), <ω>2 | σ = 1.0, c = 1.0 | 80.00–100.0 91.20 | 73.33–100.0 89.40 | 78.33–98.33 90.30 |
Set F, N vs S | ||||
fR, EMIFS | σ = 0.96, c = 1.0 | 73.33–100.0 90.86 | 86.66–100.0 95.23 | 85.00–100.0 93.05 |
\( {\sigma}_T^2 \), <ω>2 | σ = 0.92, c = 1.0 | 80.00–100.0 90.30 | 86.66–100.0 96.93 | 86.66–98.33 93.61 |
Set O, Z vs S | ||||
fR, EMIFS | σ = 0.85, c = 1.0 | 90.00–100.0 98.23 | 100.0–100.0 100.0 | 95.00–100.0 99.11 |
\( {\sigma}_T^2 \), <ω>2 | σ = 0.77, c = 1.0 | 86.66–100.0 96.23 | 70.00–100.0 84.96 | 81.66–100.0 90.60 |