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