Table 2.
Comparison of the prediction performance obtained from linear regression of clinical variables, FCN and CNN of the DWI connectome data. Three metrics including MAE, SDAE and P(MAE≤15) were evaluated via the repeated hold-out validation procedure (n= 37).
| Model | Expressive score | Receptive score | ||||
|---|---|---|---|---|---|---|
| MAE | SDAE | P(MAE≤15) | MAE | SDAE | P(MAE≤15) | |
| Linear regression | 14.35 | 11.32 | 0.60 | 11.32 | 10.93 | 0.51 |
| FCN | 12.30±7.67 | 6.19±4.11 | 0.71±0.27 | 11.68±7.03 | 6.31±3.53 | 0.72±0.29 |
| CNN | 7.77±6.38 | 4.41±3.31 | 0.90±0.20 | 7.40±7.10 | 4.43±4.13 | 0.88±0.24 |