Efficacy prediction of noninvasive ventilation failure based on the stacking ensemble algorithm and autoencoder

Table 4 Classification experimental results of different oversampling algorithms

Classifiers	Accuracy	AUC	F1	Precision	Recall
Random oversampling	0.844	0.904	0.759	0.695	0.837
SMOTE	0.846	0.896	0.749	0.719	0.782
Borderline SMOTE	0.836	0.898	0.734	0.702	0.769
SVM SMOTE	0.848	0.904	0.75	0.726	0.776
Modified SMOTE	0.834	0.905	0.758	0.663	0.884

ISSN: 1472-6947