Table 1 Comparison of the performance of MLP with five other machine learning algorithms.
From: Prediction of high-risk pregnancy based on machine learning algorithms
Algorithm | Accuracy | Precision | Recall | F1-score |
|---|---|---|---|---|
MLP | 0.81 | 0.82 | 0.82 | 0.82 |
LR | 0.61 | 0.59 | 0.61 | 0.60 |
DT | 0.73 | 0.75 | 0.73 | 0.74 |
RF | 0.78 | 0.79 | 0.78 | 0.78 |
XGBoost | 0.76 | 0.77 | 0.76 | 0.76 |
SVM | 0.63 | 0.61 | 0.63 | 0.62 |