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. 2025 Oct 14;13:e73408. doi: 10.2196/73408

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
a

RMSE: root mean squared error.

b

MAE: mean absolute error.

c

MAPE: mean absolute percentage error.

d

SVR : support vector regression.