模型 | 准确度 | 违约标签召回率 | 违约标签F1值 | 运行时间 |
LR | 0.94 | 0.51 | 0.66 | 0.46s |
SVM | 0.92 | 0.29 | 0.44 | 8.48s |
SGD | 0.93 | 0.48 | 0.62 | 0.41s |
GBDT | 0.95 | 0.61 | 0.72 | 5.45s |
Bayes | 0.92 | 0.33 | 0.47 | 0.12s |
DT | 0.94 | 0.61 | 0.66 | 0.20s |
KNN | 0.935 | 0.52 | 0.63 | 3.70s |
RF | 0.96 | 0.64 | 0.76 | 0.65s |