模型 | 准确率(%) | 精确率(%) | 召回率(%) | F1 (%) | |||
y = 0 | y = 1 | y = 0 | y = 1 | y = 0 | y = 1 | ||
KNN | 76.63 | 81.91 | 71.11 | 74.76 | 79.01 | 78.17 | 74.85 |
SVM | 72.83 | 74.77 | 70.13 | 77.67 | 66.67 | 76.19 | 68.35 |
RF | 79.35 | 86.52 | 72.63 | 74.76 | 85.19 | 80.21 | 78.41 |
NB | 77.17 | 83.50 | 69.14 | 77.48 | 76.71 | 80.37 | 72.73 |
DT | 82.61 | 84.47 | 80.25 | 84.47 | 80.25 | 84.47 | 80.27 |
ILSO-BP | 87.50 | 93.20 | 80.25 | 85.71 | 90.28 | 89.30 | 84.97 |