G

Taiwanese Bankruptcy Prediction Data Set

Financial Distress Prediction

$L:U$

3:2

1:1

1:2

1:3

1:4

均值

3:2

1:1

1:2

1:3

1:4

均值

mRMR + XGBoost

0.618

0.618

0.566

0.617

0.584

0.601

0.459

0.505

0.498

0.522

0.485

0.494

LS + XGBoost

0.625

0.635

0.619

0.564

0.565

0.602

0.429

0.388

0.414

0.483

0.423

0.427

XGBoost + XGBoost

0.625

0.644

0.632

0.612

0.593

0.621

0.493

0.470

0.429

0.522

0.481

0.479

XGBoost

0.616

0.665

0.606

0.636

0.573

0.619

0.463

0.435

0.421

0.488

0.441

0.450

m-X-L + XGBoost

0.632

0.653

0.633

0.611

0.588

0.623

0.483

0.533

0.481

0.540

0.489

0.505

mRMR + CatBoost

0.593

0.576

0.537

0.543

0.492

0.548

0.438

0.418

0.432

0.480

0.402

0.434

LS + CatBoost

0.617

0.598

0.552

0.521

0.487

0.555

0.419

0.398

0.378

0.404

0.360

0.392

XGBoost + CatBoost

0.632

0.603

0.574

0.547

0.505

0.572

0.435

0.444

0.424

0.419

0.381

0.421

CatBoost

0.628

0.594

0.574

0.540

0.479

0.563

0.463

0.435

0.421

0.488

0.441

0.450

m-X-L + CatBoost

0.644

0.596

0.551

0.549

0.525

0.573

0.483

0.533

0.481

0.540

0.489

0.505

mRMR + LightGBM

0.591

0.595

0.591

0.605

0.572

0.591

0.444

0.449

0.460

0.544

0.505

0.481

LS + LightGBM

0.651

0.624

0.606

0.588

0.582

0.610

0.413

0.404

0.428

0.395

0.415

0.411

XGBoost + LightGBM

0.645

0.645

0.615

0.612

0.601

0.623

0.467

0.456

0.406

0.521

0.497

0.470

LightGBM

0.613

0.620

0.611

0.604

0.586

0.607

0.437

0.444

0.467

0.498

0.450

0.459

m-X-L + LightGBM

0.644

0.625

0.615

0.611

0.622

0.623

0.508

0.457

0.436

0.533

0.475

0.482