Table 2.
Comparison of classifiers
mean ± standard deviation |
|||||
---|---|---|---|---|---|
classifier | ndim | sensitivity | specificity | | sens – spec | | Az |
k-NN (no opt) | 38 | 0.73 ± 0.16 | 0.75 ± 0.07 | 0.15 ± 0.14 | 0.77 ± 0.10 |
k-NN (1-bit) | 7 | 0.78 ± 0.18 | 0.79 ± 0.06 | 0.16 ± 0.10 | 0.80 ± 0.08 |
k-NN (2-bit) | 11 | 0.79 ± 0.14 | 0.78 ± 0.06 | 0.13 ± 0.13 | 0.81 ± 0.07 |
k-NN (3-bit) | 17 | 0.78 ± 0.15 | 0.78 ± 0.06 | 0.15 ± 0.12 | 0.79 ± 0.06 |
k-NN (4-bit) | 23 | 0.72 ± 0.22 | 0.80 ± 0.07 | 0.22 ± 0.14 | 0.78 ± 0.12 |
CNI | 1 | 0.79 ± 0.20 | 0.71 ± 0.11 | 0.19 ± 0.17 | 0.86 ± 0.10 |
CrNI | 1 | 0.66 ± 0.36 | 0.76 ± 0.11 | 0.28 ± 0.27 | 0.78 ± 0.21 |
NAA | 1 | 0.77 ± 0.25 | 0.67 ± 0.07 | 0.24 ± 0.15 | 0.79 ± 0.12 |
Lactate | 1 | 0.48 ± 0.34 | 0.74 ± 0.05 | 0.32 ± 0.23 | 0.61 ± 0.31 |
Lipid | 1 | 0.52 ± 0.30 | 0.68 ± 0.03 | 0.23 ± 0.23 | 0.61 ± 0.23 |