Table 1.

The comparison of related studies conducted for the prediction of high-risk pregnancies.

Study	Machine Learning Algorithms	Best Algorithm	Accuracy Obtained	Reference
Lakshmi, et al.	J48 DT	J48 DT	71.30%	[16]
Akbulut, et al.	AP, BDT, BPM, DF, DJ, L-DSVM, LR, NN, SVM	DF	89.50%	[17]
Bautista, et al.	DT, RFDT, KNN, SVM	RFDT	90.00%	[18]
Ahmed, et al.	DT, RF, SVM, SMO, LR, NB, IBk, LMT	DT	97.00%	[19]
Proposed Method	DT, RF, KNN, SVM, NB, MLP	DT with Self-Training	97.01%