models | classification | training samples | test samples | ||||
0 | 1 | correct rate | 0 | 1 | correct rate | ||
logistic | 0 | 11,241 | 529 | 95.5% | 4794 | 206 | 95.9% |
1 | 256 | 5081 | 95.2% | 108 | 2115 | 95.1% | |
correct rate |
|
| 95.4% |
|
| 95.7% | |
CART | 0 | 11,390 | 380 | 96.8% | 4782 | 218 | 95.6% |
1 | 201 | 5136 | 96.2% | 57 | 2166 | 97.4% | |
correct rate |
|
| 96.6% |
|
| 96.2% | |
BPNN | 0 | 11,198 | 572 | 95.1% | 4785 | 215 | 95.7% |
1 | 183 | 5154 | 96.6% | 79 | 2144 | 96.4% | |
correct rate |
|
| 95.6% |
|
| 95.9% |