Table 1 Comparison among results of different prediction models with clinical pregnancy in IVF/ICS and IUI treatment.

Model	Treatment	PPV	Sensitivity	F1	Accuracy	AUC	BS	MCC
LR	IVF/ICSI IUI	0.75 0.84	0.69 0.84	0.60 0.77	0.68 0.83	0.69 0.68	0.31 0.16	0.26 0.04
RF	IVF/ICSI IUI	0.80 0.84	0.76 0.84	0.73 0.8	0.76 0.84	0.73 0.70	0.13 0.15	0.50 0.34
SVM	IVF/ICSI IUI	0.42 0.68	0.65 0.82	0.51 0.75	0.64 0.82	0.5 0.64	0.35 0.17	0.00 0.00
MLP	IVF/ICSI IUI	0.72 0.68	0.69 0.82	0.63 0.75	0.69 0.82	0.63 0.68	0.30 0.175	0.32 0.14
KNN	IVF/ICSI IUI	0.74 0.77	0.74 0.81	0.71 0.78	0.74 0.81	0.50 0.64	0.23 0.15	0.06 0.24
GNB	IVF/ICSI IUI	0.67 0.72	0.70 0.68	0.70 0.75	0.69 0.75	0.67 0.67	0.39 0.21	0.16 0.17

PPV, Positive Predictive Value; AUC, Area Under ROC Curve; BS, Brier Score, MLP, Multi-Level Perceptron; SVM, Support Vector Machine; LR, Logistic Regression; RF, Random Forest; KNN, k-Nearest Neighbor; GNB, Gaussian Naïve Bayes.

Quick links

Search