Research Article
Research on Credit Card Default Prediction Based on k-Means SMOTE and BP Neural Network
Table 4
Comparison results of six models.
| | Model | AUC | Accuracy | Precision | Recall | F1 | Time (s) |
| | BPnn | 0.929 | 0.881 | 0.923 | 0.84 | 0.880 | 23.89 | | SVM | 0.92 | 0.884 | 0.885 | 0.885 | 0.885 | 5 m 55.17 | | Logistic | 0.92 | 0.876 | 0.875 | 0.88 | 0.877 | 52 | | RandomForest | 0.92 | 0.817 | 0.875 | 0.875 | 0.875 | 35.62 | | KNN | 0.91 | 0.869 | 0.87 | 0.87 | 0.87 | 4.75 | | Tree | 0.82 | 0.871 | 0.82 | 0.815 | 0.817 | 3.62 |
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