screening method

response

1

2

3

4

classification method

SVM

G-mean (training data)

APC-SIS

1.0000

0.9304

0.9709

0.9713

IG-SIS

1.0000

0.9025

0.9093

1.0000

PG-SIS

0.9853

0.9378

0.9514

0.9946

G-mean (test data)

APC-SIS

0.9775

0.9913

0.9564

0.9379

IG-SIS

1.0000

0.9439

0.8736

0.9922

PG-SIS

0.9678

0.9779

0.9173

0.9739

F-measure (training data)

APC-SIS

0.7673

0.5958

0.7124

0.7101

IG-SIS

0.6924

0.3969

0.4121

0.7004

PG-SIS

0.7307

0.6095

0.6511

0.7469

F-measure (test data)

APC-SIS

0.5424

0.3233

0.5333

0.4033

IG-SIS

0.5850

0.1667

0.2167

0.5505

PG-SIS

0.4533

0.2667

0.3967

0.5057

classification method

DT

G-mean (training data)

APC-SIS

0.9909

0.8898

0.9489

0.9872

IG-SIS

0.9945

0.8743

0.9437

0.9917

PG-SIS

0.9815

0.8902

0.9578

0.9835

G-mean (test data)

APC-SIS

0.9913

0.9626

0.9371

0.9774

IG-SIS

0.9913

0.9200

0.9371

0.9862

PG-SIS

0.9862

0.8963

0.8838

0.9609

F-measure (training data)

APC-SIS

0.6743

0.2915

0.5757

0.6648

IG-SIS

0.6668

0.1792

0.5466

0.6613

PG-SIS

0.6424

0.2807

0.5825

0.6468

F-measure (test data)

APC-SIS

0.5457

0.1967

0.4000

0.5367

IG-SIS

0.5790

0.0500

0.4333

0.5471

PG-SIS

0.4667

0.0500

0.2933

0.4333

classification method

RF

G-mean (training data)

APC-SIS

1.0000

0.9458

1.0000

1.0000

IG-SIS

1.0000

0.9458

1.0000

1.0000

PG-SIS

0.9923

0.9421

0.9782

1.0000

G-mean (test data)

APC-SIS

1.0000

0.9807

0.9540

0.9835

IG-SIS

1.0000

0.9894

0.9523

0.9453

PG-SIS

0.9871

0.9524

0.9384

0.9774

F-measure (training data)

APC-SIS

1.0000

1.0000

1.0000

1.0000

IG-SIS

1.0000

1.0000

1.0000

1.0000

PG-SIS

0.8603

0.7671

0.8417

0.8725

F-measure (test data)

APC-SIS

0.6624

0.3500

0.6300

0.6300

IG-SIS

0.6124

0.3567

0.5733

0.4667

PG-SIS

0.5967

0.2833

0.4933

0.5733