模型 | 简单欠采样 | EasyEnsemble | BalanceCascade | ||||||
P | R | F1 | P | R | F1 | P | R | F1 | |
LR | 0.443 | 0.717 | 0.548 | 0.415 | 0.721 | 0.550 | 0.693 | 0.658 | 0.675 |
SVM | 0.428 | 0.726 | 0.539 | 0.412 | 0.734 | 0.527 | 0.753 | 0.646 | 0.695 |
GBDT | 0.592 | 0.719 | 0.649 | 0.611 | 0.717 | 0.659 | 0.708 | 0.707 | 0.708 |
RF | 0.602 | 0.734 | 0.661 | 0.622 | 0.731 | 0.672 | 0.733 | 0.712 | 0.722 |
XGBoost | 0.593 | 0.742 | 0.660 | 0.656 | 0.754 | 0.701 | 0.706 | 0.733 | 0.719 |
RF&XGBoost | 0.689 | 0.749 | 0.672 | 0.756 | 0.757 | 0.703 | 0.733 | 0.736 | 0.735 |
GBDT&XGBoost | 0.619 | 0.751 | 0.679 | 0.635 | 0.757 | 0.691 | 0.722 | 0.720 | 0.721 |
GBDT&RF | 0.602 | 0.735 | 0.662 | 0.641 | 0.744 | 0.688 | 0.740 | 0.707 | 0.723 |
Stacking | 0.618 | 0.736 | 0.672 | 0.658 | 0.762 | 0.706 | 0.728 | 0.725 | 0.727 |
XGBoost + LR | 0.650 | 0.671 | 0.660 | 0.729 | 0.699 | 0.713 | 0.736 | 0.693 | 0.714 |