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