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