Table 4 The prediction performance of different machine learning models for the level of DD in preschool children using EDHS data
Model | Accuracy | Recall | Precision | F1-Score | ROC |
|---|---|---|---|---|---|
Decision Tree | 83.9% | 83.9% | 84.3% | 84.0% | 92.0% |
Random Forest | 82.2% | 82.2% | 82.7% | 80.3% | 91.0% |
Gradient Boosting | 92.6% | 91.6% | 91.7% | 91.6% | 98.0% |
Light Gradient Boosting | 95.3% | 95.3% | 95.5% | 95.3% | 99.0% |
CatBoost | 92.8% | 91.7% | 92.1% | 91.9% | 98.0% |
XGBClassifier | 83.8% | 83.8% | 84.3% | 84.0% | 92.0% |