Table 7. Test set results of the top 5 ensemble model combinations from the training set for predicting PSIa scores of children with ADHDb.
| Combination | Test set | ||
|---|---|---|---|
| RMSEc | MAEd | MAPEe (%) | |
| [AdaBoost, Elastic Net] | 10.089 | 7.126 | 6.946 |
| [AdaBoost, Elastic Net, SVRf] | 10.072 | 6.798 | 6.611 |
| [Random forest, Elastic Net] | 10.432 | 7.788 | 7.578 |
| [Random forest, AdaBoost, Elastic Net, SVR] | 10.384 | 7.411 | 7.272 |
| [Random forest, Elastic Net, SVR] | 10.203 | 7.202 | 7.035 |
PSI; processing speed index.
ADHD: attention-deficit/hyperactivity disorder.
RMSE: root mean squared error.
MAE: mean absolute error.
MAPE: mean absolute percentage error.
SVR: support vector regression.