Table 5. Comparison of machine learning model performance for predicting processing speed index (PSI) scores of children diagnosed with attention-deficit/hyperactivity disorder (ADHD).
| Training set | Test set | |||||
|---|---|---|---|---|---|---|
| Model | RMSEa | MAEb | MAPEc (%) | RMSE | MAE | MAPE (%) |
| Random forest | 14.307 | 11.813 | 11.828 | 15.517 | 13.165 | 12.314 |
| AdaBoost | 14.269 | 11.676 | 11.738 | 14.511 | 12.092 | 11.324 |
| Elastic Net | 13.458 | 10.58 | 10.352 | 12.488 | 8.328 | 7.993 |
| SVRd | 13.107 | 9.933 | 9.792 | 11.288 | 7.874 | 7.375 |
RMSE: root mean squared error.
MAE: mean absolute error.
MAPE: mean absolute percentage error.
SVR : support vector regression.