模型 | 简单欠采样 | EasyEnsemble | BalanceCascade | ||||||
P | R | F1 | P | R | F1 | P | R | F1 | |
LR | 0.411 | 0.728 | 0.525 | 0.413 | 0.723 | 0.525 | 0.710 | 0.653 | 0.681 |
SVM | 0.431 | 0.709 | 0.536 | 0.412 | 0.703 | 0.520 | 0.750 | 0.627 | 0.683 |
GBDT | 0.598 | 0.722 | 0.654 | 0.622 | 0.717 | 0.666 | 0.726 | 0.696 | 0.710 |
RF | 0.606 | 0.716 | 0.656 | 0.655 | 0.722 | 0.663 | 0.733 | 0.703 | 0.717 |
XGBoost | 0.579 | 0.742 | 0.651 | 0.662 | 0.772 | 0.712 | 0.718 | 0.730 | 0.724 |
RF&XGBoost | 0.629 | 0.750 | 0.684 | 0.652 | 0.759 | 0.701 | 0.731 | 0.720 | 0.725 |
GBDT&XGBoost | 0.624 | 0.742 | 0.678 | 0.637 | 0.750 | 0.689 | 0.733 | 0.715 | 0.724 |
GBDT&RF | 0.626 | 0.719 | 0.669 | 0.629 | 0.726 | 0.674 | 0.733 | 0.694 | 0.713 |
Stacking | 0.601 | 0.731 | 0.660 | 0.652 | 0.751 | 0.698 | 0.728 | 0.721 | 0.724 |
XGBoost + LR | 0.626 | 0.681 | 0.652 | 0.732 | 0.695 | 0.713 | 0.739 | 0.702 | 0.720 |