australian

 
 

MaxGlobal

PosMaxGlobal

TL100

TL300

TL500

GS1

GS2

GSTL100

GSTL300

GSTL500

Multi-Objetivo

 

AUC

0.9257233

80

0.9257233

0.9257233

0.9257233

0.9017857

0.923667

0.9240694

0.917748

0.9227822

0.9247211

 

ACC

0.8563379

13

0.8563379

0.8563379

0.8563379

0.8211266

0.8436618

0.8436617

0.8394364

0.8450703

0.8563379

 

F1

0.8581673

37

0.8581673

0.8581673

0.8581673

0.8247396

0.8396392

0.8345524

0.83711

0.8345833

0.8581673

 

AUPR

0.8943071

115

0.8941679

0.8943071

0.8943071

0.8607262

0.8877103

0.8934904

0.887519

0.8974227

0.8918466

 
             

bands

 
 

MaxGlobal

PosMaxGlobal

Max100

Max300

Max500

GRID SEARCH 1

GRID SEARCH 2

GRID SEARCH 3

GRID SEARCH 4

GRID SEARCH 5

Multi-Objetivo

 

AUC

0.8793563

53

0.8793563

0.8793563

0.8793563

0.5209687

0.8066831

0.7981436

0.8001287

0.7917376

0.8793563

 

ACC

0.8035714

513

0.7910715

0.7964286

0.7982143

0.575

0.7428572

0.5857143

0.5839286

0.5839287

0.7857144

 

F1

0.7177408

538

0.6882469

0.695536

0.7076804

0.0758839

0.6575194

0.1282685

0.1019433

0.1202514

0.6882469

 

AUPR

0.8932716

929

0.8415639

0.8423897

0.8855846

0.6783066

0.7935148

0.8476718

0.8648106

0.8569899

0.8891392

 
             

breast-cancer-w

 
 

MaxGlobal

PosMaxGlobal

Max100

Max300

Max500

GRID SEARCH 1

GRID SEARCH 2

GRID SEARCH 3

GRID SEARCH 4

GRID SEARCH 5

Multi-Objetivo

 

AUC

0.9948267

6840

0.9895481

0.9900592

0.9905954

0.9871422

0.9919036

0.9868837

0.9872126

0.9899573

0.9909706

 

ACC

0.9582743

2149

0.9457549

0.9499215

0.9541077

0.9401604

0.9484938

0.9444052

0.9457745

0.9429968

0.9485327

 

F1

0.9575117

2505

0.9489267

0.9508867

0.9508867

0.9423333

0.9495517

0.9460318

0.945269

0.9472538

0.9498595

 

AUPR

0.9677294

8200

0.9439468

0.9464441

0.9486153

0.9402848

0.9563642

0.935043

0.9316246

0.9295564

0.9526801

 
             

bupa

 
 

MaxGlobal

PosMaxGlobal

Max100

Max300

Max500

GRID SEARCH 1

GRID SEARCH 2

GRID SEARCH 3

GRID SEARCH 4

GRID SEARCH 5

Multi-Objetivo

 

AUC

0.7781556

3028

0.7650333

0.7695131

0.7702663

0.7138613

0.7516264

0.7558854

0.7631743

0.7419942

0.7714723

 

ACC

0.728829

777

0.7204956

0.7261262

0.7261262

0.6351352

0.698874

0.7144146

0.6822824

0.6900152

0.7231232

 

F1

0.6434977

150

0.6379422

0.6434977

0.6434977

0.4559528

0.5820647

0.60939

0.5918484

0.5736099

0.6241488

 

AUPR

0.7829776

3121

0.7718466

0.7746059

0.7746059

0.7480665

0.7485649

0.7568953

0.7547672

0.7704033

0.7780662

 
             

credit-a

 
 

MaxGlobal

PosMaxGlobal

Max100

Max300

Max500

GRID SEARCH 1

GRID SEARCH 2

GRID SEARCH 3

GRID SEARCH 4

GRID SEARCH 5

Multi-Objetivo

 

AUC

0.9269133

67

0.9269133

0.9269133

0.9269133

0.9009577

0.9194618

0.9174046

0.9182967

0.9111492

0.925932

 

ACC

0.8577464

202

0.8563379

0.8577464

0.8577464

0.8309856

0.8408449

0.8450702

0.8605633

0.8478871

0.8563379

 

F1

0.861523

112

0.8586534

0.861523

0.861523

0.8336997

0.8389174

0.8549305

0.8402014

0.8350229

0.8586534

 

AUPR

0.8922227

20

0.8922227

0.8922227

0.8922227

0.8374735

0.8856616

0.884596

0.8818818

0.888176

0.8922227

 
             

credit-g

 
 

MaxGlobal

PosMaxGlobal

Max100

Max300

Max500

GRID SEARCH 1

GRID SEARCH 2

GRID SEARCH 3

GRID SEARCH 4

GRID SEARCH 5

Multi-Objetivo

 

AUC

0.7850207

7

0.7850207

0.7850207

0.7850207

0.7511281

0.7776718

0.7760113

0.7671141

0.7597966

0.7850207

 

ACC

0.7539216

200

0.7529412

0.7539216

0.7539216

0.7166667

0.7480393

0.7392157

0.7313725

0.7274512

0.7529412

 

F1

0.5148767

9596

0.4853896

0.5052575

0.5052575

0.2927067

0.4974859

0.4247077

0.4715442

0.3918597

0.4877783

 

AUPR

0.882454

35

0.882454

0.882454

0.882454

0.8532404

0.8806771

0.8761758

0.8715976

0.8736086

0.882454

 
             

diabetes

 
 

MaxGlobal

PosMaxGlobal

Max100

Max300

Max500

GRID SEARCH 1

GRID SEARCH 2

GRID SEARCH 3

GRID SEARCH 4

GRID SEARCH 5

Multi-Objetivo

 

AUC

0.8422419

5

0.8422419

0.8422419

0.8422419

0.8137177

0.8248052

0.8372029

0.831414

0.8368372

0.8410475

 

ACC

0.7703667

46

0.7703667

0.7703667

0.7703667

0.7487018

0.7639564

0.7677701

0.7627393

0.7601591

0.7703667

 

F1

0.8273657

110

0.8268405

0.8273657

0.8273657

0.8130099

0.8239293

0.8251414

0.8212971

0.8234967

0.8271489

 

AUPR

0.7191247

55

0.7191247

0.7191247

0.7191247

0.6706715

0.6911067

0.7053867

0.7146549

0.7202836

0.7182817

 
             

german

 
 

MaxGlobal

PosMaxGlobal

Max100

Max300

Max500

GRID SEARCH 1

GRID SEARCH 2

GRID SEARCH 3

GRID SEARCH 4

GRID SEARCH 5

Multi-Objetivo

 

AUC

0.7996157

26

0.7996157

0.7996157

0.7996157

0.740957

0.7827082

0.8009708

0.7921064

0.7922488

0.7996157

 

ACC

0.7686275

101

0.7676471

0.7686275

0.7686275

0.7029411

0.7509803

0.7656863

0.7647058

0.7578432

0.7686275

 

F1

0.8394822

1246

0.821122

0.8280299

0.8323458

0.8150509

0.8295723

0.8216373

0.8158446

0.8169843

0.8391891

 

AUPR

0.6362299

46

0.6362299

0.6362299

0.6362299

0.5110085

0.6101761

0.6354

0.632778

0.6132999

0.6362299

 
             

haberman

 
 

MaxGlobal

PosMaxGlobal

Max100

Max300

Max500

GRID SEARCH 1

GRID SEARCH 2

GRID SEARCH 3

GRID SEARCH 4

GRID SEARCH 5

Multi-Objetivo

 

AUC

0.7534652

4739

0.7161303

0.7161303

0.7184898

0.7093788

0.7010098

0.6344968

0.640438

0.5605117

0.6989004

 

ACC

0.7331441

2075

0.7210229

0.7240532

0.7270835

0.7147729

0.6997161

0.6993373

0.7211175

0.7080494

0.7210229

 

F1

0.8258641

9058

0.8074518

0.8099506

0.8115668

0.8120662

0.7972027

0.8147681

0.8047554

0.8017822

0.8074518

 

AUPR

0.4735571

4946

0.4437763

0.4437763

0.4437763

0.4322703

0.4145975

0.3686258

0.3553049

0.4533693

0.422752

 
             

heart-statlog

 
 

MaxGlobal

PosMaxGlobal

Max100

Max300

Max500

GRID SEARCH 1

GRID SEARCH 2

GRID SEARCH 3

GRID SEARCH 4

GRID SEARCH 5

Multi-Objetivo

 

AUC

0.9063258

12

0.9063258

0.9063258

0.9063258

0.8744751

0.9126076

0.8988191

0.9014581

0.9040672

0.9063258

 

ACC

0.8344827

135

0.8206895

0.8344827

0.8344827

0.7448277

0.8103447

0.8172413

0.8034482

0.8172413

0.8344827

 

F1

0.8324376

357

0.8198032

0.8239629

0.8324376

0.7553214

0.806982

0.8012189

0.8029874

0.821518

0.8324376

 

AUPR

0.8578728

20

0.8578728

0.8578728

0.8578728

0.8058101

0.8537474

0.8472712

0.8620005

0.8579688

0.8324376

 
             

hepatitis

 
 

MaxGlobal

PosMaxGlobal

Max100

Max300

Max500

GRID SEARCH 1

GRID SEARCH 2

GRID SEARCH 3

GRID SEARCH 4

GRID SEARCH 5

Multi-Objetivo

 

AUC

0.7928735

680

0.7878924

0.7921892

0.7924156

0.7001991

0.7564311

0.7697203

0.7989717

0.7609027

0.7908664

 

ACC

0.7029412

123

0.7029411

0.7029412

0.7029412

0.6068626

0.6526143

0.6683007

0.6281045

0.6849675

0.6911764

 

F1

0.7222537

2230

0.7027992

0.7055265

0.7055265

0.6508194

0.6842887

0.6684647

0.6665392

0.6616

0.7027992

 

AUPR

0.6989081

346

0.6918437

0.6978035

0.6989081

0.6129304

0.680797

0.6705592

0.6450439

0.654535

0.6882263

 
             

house-votes-84

 
 

MaxGlobal

PosMaxGlobal

Max100

Max300

Max500

GRID SEARCH 1

GRID SEARCH 2

GRID SEARCH 3

GRID SEARCH 4

GRID SEARCH 5

Multi-Objetivo

 

AUC

0.9918056

172

0.9916383

0.9918056

0.9918056

0.9815065

0.989329

0.989725

0.9883085

0.9879162

0.9910983

 

ACC

0.9407247

320

0.9384061

0.9384543

0.9407247

0.9120288

0.9296136

0.9405796

0.9427537

0.9406282

0.9407247

 

F1

0.9355347

845

0.9331501

0.9343284

0.9349721

0.913601

0.9244536

0.9392318

0.930923

0.9333976

0.9349013

 

AUPR

0.9556255

300

0.9546097

0.9556255

0.9556255

0.9185511

0.9438158

0.9448402

0.9489153

0.941625

0.9552921

 
             

ionosphere

 
 

MaxGlobal

PosMaxGlobal

Max100

Max300

Max500

GRID SEARCH 1

GRID SEARCH 2

GRID SEARCH 3

GRID SEARCH 4

GRID SEARCH 5

Multi-Objetivo

 

AUC

0.9907668

4340

0.9761041

0.9764026

0.9781347

0.9839467

0.9796206

0.9484712

0.9647235

0.9723471

0.9818189

 

ACC

0.9352774

1602

0.9325747

0.9325747

0.9325747

0.9056189

0.8948081

0.9101471

0.9190612

0.9192035

0.9325747

 

F1

0.8779377

1602

0.8751621

0.8751621

0.8751621

0.8407065

0.8281314

0.8529685

0.8550043

0.865379

0.8738486

 

AUPR

0.971328

5153

0.9619289

0.9624438

0.9630203

0.9636477

0.959242

0.9488141

0.9494347

0.9370047

0.9661525

 
             

kr-vs-kp

 
 

MaxGlobal

PosMaxGlobal

Max100

Max300

Max500

GRID SEARCH 1

GRID SEARCH 2

GRID SEARCH 3

GRID SEARCH 4

GRID SEARCH 5

Multi-Objetivo

 

AUC

0.999859

1474

0.998962

0.9996085

0.9997924

0.9950761

0.9970422

0.9986521

0.9991927

0.9997636

0.9998081

 

ACC

0.9925377

899

0.9912955

0.991606

0.991606

0.9614453

0.9766877

0.9878756

0.987563

0.9900505

0.9912955

 

F1

0.9890165

912

0.9880766

0.9880766

0.9880766

0.9557244

0.9715972

0.9858363

0.98534

0.9874505

0.9877472

 

AUPR

0.9968273

373

0.996545

0.9967069

0.9968273

0.9926153

0.9883401

0.9963713

0.9965188

0.9963594

0.9968176

 
             

labor

 
 

MaxGlobal

PosMaxGlobal

Max100

Max300

Max500

GRID SEARCH 1

GRID SEARCH 2

GRID SEARCH 3

GRID SEARCH 4

GRID SEARCH 5

Multi-Objetivo

 

AUC

1

1

1

1

1

0.9583333

0.9861111

0.8305365

0.9833333

0.9833333

1

 

ACC

0.8553572

53

0.8553572

0.8553572

0.8553572

0.7440477

0.8571429

0.8446429

0.8553572

0.8553572

0.8553572

 

F1

0.7233335

268

0.7138097

0.7233335

0.7233335

0.576367

0.728307

0.7159525

0.717143

0.717143

0.7233335

 

AUPR

0.8474999

1

0.8474999

0.8474999

0.8474999

0.8310184

0.8372684

0.8452777

0.8452777

0.8509998

0.8474999

 
             

monks1

 
 

MaxGlobal

PosMaxGlobal

Max100

Max300

Max500

GRID SEARCH 1

GRID SEARCH 2

GRID SEARCH 3

GRID SEARCH 4

GRID SEARCH 5

Multi-Objetivo

 

AUC

0.9224389

4293

0.9163585

0.9163585

0.9163585

0.7082835

0.5983193

0.9237068

0.9145085

0.8980324

0.9163585

 

ACC

0.5120993

5374

0.5103751

0.5103751

0.5103751

0.4725044

0.4167573

0.5104054

0.4875075

0.510224

0.5103751

 

F1

0.3615424

88

0.3615424

0.3615424

0.3615424

0.10318

0.2163007

0.2697287

0.2256164

0.2374483

0.0642307

 

AUPR

0.9152911

4486

0.9067769

0.9130403

0.9067769

0.7065202

0.5928559

0.9001967

0.9022559

0.8990807

0.9067769

 
             

monks2

 
 

MaxGlobal

PosMaxGlobal

Max100

Max300

Max500

GRID SEARCH 1

GRID SEARCH 2

GRID SEARCH 3

GRID SEARCH 4

GRID SEARCH 5

Multi-Objetivo

 

AUC

0.8269101

61

0.8269101

0.8269101

0.8269101

0.7908712

0.8000568

0.8066498

0.8136174

0.7881649

0.8121153

 

ACC

0.7633899

161

0.7617255

0.7633899

0.7633899

0.7697902

0.756887

0.7422426

0.745571

0.7682029

0.7617255

 

F1

0.7601662

866

0.7541374

0.7559636

0.7559636

0.7675229

0.7517105

0.761641

0.7469276

0.7504019

0.7541374

 

AUPR

0.8300167

61

0.8300167

0.8300167

0.8300167

0.7727793

0.8000319

0.7940226

0.8154873

0.7871156

0.8161554

 
             

monks3

 
 

MaxGlobal

PosMaxGlobal

Max100

Max300

Max500

GRID SEARCH 1

GRID SEARCH 2

GRID SEARCH 3

GRID SEARCH 4

GRID SEARCH 5

Multi-Objetivo

 

AUC

0.9303231

4783

0.9220427

0.9229619

0.9268894

0.7282271

0.5814677

0.9181982

0.9057578

0.9236702

0.921715

 

ACC

0.4565033

4

0.4565033

0.4565033

0.4565033

0.4528735

0.4460373

0.4303085

0.437447

0.4704173

0.4565033

 

F1

0.4123735

758

0.3606419

0.3606419

0.3966413

0.2155734

0.250189

0.3099201

0.3401153

0.3675362

0.2175048

 

AUPR

0.9175927

3842

0.9106487

0.9106487

0.9151753

0.7104709

0.5840359

0.8937747

0.8711942

0.8907303

0.9106487

 
             

pima-indians-diabetes

 
 

MaxGlobal

PosMaxGlobal

Max100

Max300

Max500

GRID SEARCH 1

GRID SEARCH 2

GRID SEARCH 3

GRID SEARCH 4

GRID SEARCH 5

Multi-Objetivo

 

AUC

0.8419759

17

0.8419759

0.8419759

0.8419759

0.7970576

0.8228596

0.8303134

0.8346504

0.8375113

0.8416057

 

ACC

0.7765824

188

0.7753165

0.7765824

0.7765824

0.7398246

0.7575948

0.7614085

0.7601915

0.7688899

0.7740832

 

F1

0.833111

156

0.8320016

0.833111

0.833111

0.8021352

0.8181781

0.8256684

0.8205008

0.8220513

0.8309234

 

AUPR

0.7230695

58

0.7230695

0.7230695

0.7230695

0.6670799

0.7042872

0.7200797

0.7060837

0.6931716

0.7210385

 
             

sick

 
 

MaxGlobal

PosMaxGlobal

Max100

Max300

Max500

GRID SEARCH 1

GRID SEARCH 2

GRID SEARCH 3

GRID SEARCH 4

GRID SEARCH 5

Multi-Objetivo

 

AUC

0.8184499

70

0.8184499

0.8184499

0.8184499

0.6994608

0.9802098

0.7787962

0.8104626

0.7928281

0.8046768

 

ACC

0.9377656

253

0.9375018

0.9377656

0.9377656

0.936447

0.9699388

0.934868

0.9359149

0.9338141

0.9353923

 

F1

0.9664894

685

0.9663504

0.9663504

0.9663504

0.9658498

0.9826889

0.9660749

0.9652845

0.9658919

0.9651839

 

AUPR

0.332656

69

0.332656

0.332656

0.332656

0.1636658

0.8329684

0.2821129

0.2458806

0.2948537

0.2888458

 
             

sonar

 
 

MaxGlobal

PosMaxGlobal

Max100

Max300

Max500

GRID SEARCH 1

GRID SEARCH 2

GRID SEARCH 3

GRID SEARCH 4

GRID SEARCH 5

Multi-Objetivo

 

AUC

0.9809651

190

0.9768872

0.9809651

0.9809651

0.9273305

0.9493788

0.9507877

0.949796

0.9539187

0.9778131

 

ACC

0.8557311

3

0.8557311

0.8557311

0.8557311

0.6134388

0.8468379

0.8385375

0.8158103

0.8369563

0.8557311

 

F1

0.8317159

21

0.8317159

0.8317159

0.8317159

0.7096962

0.8335441

0.8217303

0.822875

0.8085143

0.8317159

 

AUPR

0.9233161

787

0.8230152

0.8232877

0.9180156

0.8745669

0.8946652

0.8220214

0.8064659

0.8824999

0.9209878

 
             

spect

 
 

MaxGlobal

PosMaxGlobal

Max100

Max300

Max500

GRID SEARCH 1

GRID SEARCH 2

GRID SEARCH 3

GRID SEARCH 4

GRID SEARCH 5

Multi-Objetivo

 

AUC

0.7760208

939

0.7725361

0.7735528

0.7735528

0.7155133

0.7543838

0.7316617

0.7594273

0.7679618

0.7514556

 

ACC

0.7077586

131

0.7043102

0.7077586

0.7077586

0.6130541

0.7064038

0.6897784

0.6974137

0.6799262

0.7043102

 

F1

0.7615423

3193

0.71145

0.7148526

0.7204378

0.7222649

0.7365638

0.704308

0.6745211

0.7136959

0.7332604

 

AUPR

0.7037232

565

0.6939171

0.6994519

0.703203

0.5961307

0.6618082

0.6411782

0.6786501

0.6365014

0.6695495

 
             

tic-tac-toe

 
 

MaxGlobal

PosMaxGlobal

Max100

Max300

Max500

GRID SEARCH 1

GRID SEARCH 2

GRID SEARCH 3

GRID SEARCH 4

GRID SEARCH 5

Multi-Objetivo

 

AUC

1

1

1

1

1

0.9999561

0.9999012

1

1

0.9998456

1

 

ACC

0.989775

1

0.989775

0.989775

0.989775

0.9774985

0.9825795

0.9887546

0.9826322

0.9775091

0.989775

 

F1

0.9711006

8

0.9711006

0.9711006

0.9711006

0.9523589

0.9604177

0.9640363

0.9663632

0.9599565

0.9711006

 

AUPR

0.9919669

1

0.9919669

0.9919669

0.9919669

0.9919084

0.9918881

0.9919875

0.9919359

0.9919789

0.9919669

 
             

vote

 
 

MaxGlobal

PosMaxGlobal

Max100

Max300

Max500

GRID SEARCH 1

GRID SEARCH 2

GRID SEARCH 3

GRID SEARCH 4

GRID SEARCH 5

Multi-Objetivo

 

AUC

0.9931389

153

0.9928029

0.9931389

0.9931389

0.9835535

0.9909927

0.9904696

0.9865649

0.9908629

0.9928029

 

ACC

0.9472466

229

0.9450726

0.9472466

0.9472466

0.9142511

0.9384541

0.9428987

0.9384543

0.9340097

0.9428021

 

F1

0.9393747

241

0.9379324

0.9393747

0.9393747

0.9177517

0.9331969

0.9333084

0.9320182

0.9344081

0.9359133

 

AUPR

0.9565788

88

0.9565788

0.9565788

0.9565788

0.9223713

0.9466747

0.9365274

0.9388248

0.9384305

0.9565788