Research Article

Predicting Pulsars from Imbalanced Dataset with Hybrid Resampling Approach

Table 10

Results of machine learning models with SMOTE data resampling.

ModelAccuracyPrecisionRecallF1 score

RF0.9760.9830.9690.976
ETC0.9820.9860.9790.982
GBC0.9660.9780.9550.966
LR0.9430.9730.9120.941
MLP0.9270.9450.9080.926