Table 1.
Performance of six models in predicting the improvement rate in UPDRS-III score by using nested cross-validation.
Model | MAE | MSE | r | p-value |
---|---|---|---|---|
OLS | 21.14 | 862.94 | 0.05 | 0.75 |
Ridge regression | 17.57 | 573.95 | 0.14 | 0.35 |
Lasso regression | 14.29 | 411.83 | 0.33 | 0.02 |
GBRT | 12.40 | 240.74 | 0.65 | 2.58E−07 |
SVR | 16.06 | 398.57 | 0.28 | 0.05 |
ERT | 13.12 | 282.13 | 0.59 | 6.67E−06 |