Table 2.
Ten features having the greatest contribution to classification accuracy in the SVM
Overall Rank | Average Rank | Hemisphere | Average regional thickness (SD), mm | p | Region | |||
---|---|---|---|---|---|---|---|---|
Non-converted | Converted | |||||||
1 | 1.00 | right | 2.64 | (0.18) | 2.45 | (0.15) | 0.004 | Medial orbitofrontal cortex |
2 | 2.52 | right | 2.58 | (0.22) | 2.64 | (0.10) | 0.351 | Precentral gyrus |
3 | 3.66 | left | 2.84 | (0.20) | 2.95 | (0.19) | 0.137 | Rostral anterior cingulate cortex |
4 | 5.22 | left | 2.95 | (0.12) | 3.09 | (0.19) | 0.015 | Insula |
5 | 6.10 | right | 2.97 | (0.19) | 2.95 | (0.22) | 0.770 | Insula |
6 | 8.38 | left | 2.53 | (0.13) | 2.57 | (0.13) | 0.312 | Lateral orbital frontal cortex |
7 | 8.52 | right | 2.75 | (0.25) | 2.87 | (0.20) | 0.156 | Rostral anterior cingulate cortex |
8 | 9.80 | right | 2.72 | (0.13) | 2.74 | (0.18) | 0.648 | Inferior temporal gyrus |
9 | 10.94 | right | 2.64 | (0.18) | 2.66 | (0.16) | 0.717 | Superior temporal gyrus |
10 | 11.14 | right | 2.60 | (0.22) | 2.48 | (0.12) | 0.051 | Lateral orbital frontal cortex |
Laterality, region name, and average feature weight rank of the highest ranked features are displayed. Regions having a lower overall rank contributed a greater amount of information to the classifier. Significance values indicate uncorrected p values from post-hoc comparisons of regional thickness averages between groups using two-tailed independent samples t-tests.