Table 3 Performance results of the baseline models on the test dataset
From: Anesthesia depth prediction from drug infusion history using hybrid AI
Model | MAE | MSE | RMSE | MDPE (%) |
|---|---|---|---|---|
Random Forest (RF) | 0.0735 | 0.0090 | 0.0950 | 6.2435 |
Logistic Regression (LR) | 0.0769 | 0.0100 | 0.0998 | 2.2953 |
Naive Bayes (NB) | 0.0766 | 0.0099 | 0.0996 | 3.4667 |
AdaBoost (ADB) | 0.0749 | 0.0094 | 0.0970 | 2.3463 |
Gradient Boosting (GB) | 0.0714 | 0.0085 | 0.0923 | 3.1513 |
XGBoost (XGB) | 0.0741 | 0.0091 | 0.0955 | 1.5293 |
Ours | 0.0620 | 0.0065 | 0.0808 | 0.6254 |