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Table 5 Average Friedman rankings and \(p_{Holm}\) of the number of intervals, running time, and AUC for imbalanced datasets

From: Graph clustering-based discretization of splitting and merging methods (GraphS and GraphM)

Discretizer

Raking

\(p_{Holm}\)

Discretizer

Raking

\(p_{Holm}\)

Number of intervals

Running times

 EMD

1.51

–

 GraphM

2.65

–

 ChiMerge

2.095

0.288157

 ur-CAIM

2.875

0.855034

 CAIM

3.73

0.000167

 Zeta

4.3

0.360623

 Zeta

3.73

0.000167

 ChiMerge

5.05

0.15396

 GraphM

6.295

0

 FFD

5.225

0.14615

 GraphS

6.325

0

 PKID

5.55

0.092665

 ur-CAIM

6.47

0

 GraphS

6.45

0.012189

 Ameva

6.91

0

 FUSINTER

7.775

0.000221

 MChi2

8.715

0

 CAIM

8.6

0.000011

 FFD

10.22

0

 MChi2

8.9

0.000003

 PKID

11.1

0

 Ameva

9.85

0

 FUSINTER

11.81

0

 HDD

10.825

0

 HDD

12.09

0

 EMD

12.95

0

AUC of C4.5

AUC of KNN

 EMD

4.8

–

 GraphS

4.525

–

 GraphM

4.8

1.855328

 GraphM

4.525

1.501358

 GraphS

4.85

1.855328

 FFD

4.7

1.501358

 Ameva

5.9

0.137394

 PKID

5.425

0.306705

 ur-CAIM

6.05

0.092927

 ur-CAIM

5.825

0.073023

 ChiMerge

7

0.000389

 MChi2

6.1

0.021202

 MChi2

7

0.000389

 Ameva

6.6

0.000989

 CAIM

7.275

0.000049

 ChiMerge

6.8

0.000253

 FFD

7.875

0

 CAIM

8.125

0

 Zeta

7.975

0

 EMD

8.15

0

 PKID

8.45

0

 FUSINTER

9.05

0

 HDD

9.025

0

 HDD

10.05

0

 FUSINTER

10

0

 Zeta

11.125

0

AUC of NB

AUC of SVM

 FFD

3.375

–

 EMD

5.05

–

 PKID

4.025

0.237923

 GraphS

5.15

1.949658

 MChi2

5.3

0.000947

 GraphM

5.225

1.949658

 GraphS

5.875

0.000017

 ur-CAIM

5.3

1.949658

 ur-CAIM

6.05

0.000005

 CAIM

5.675

1.025834

 FUSINTER

6.15

0.000002

 ChiMerge

5.95

0.511174

 GraphM

6.375

0

 Ameva

6.35

0.109535

 Ameva

6.825

0

 Zeta

6.575

0.03937

 ChiMerge

8.2

0

 MChi2

6.9

0.006258

 CAIM

8.325

0

 FFD

9.6

0

 EMD

8.8

0

 PKID

9.625

0

 HDD

9.475

0

 FUSINTER

9.725

0

 Zeta

12.225

0

 HDD

9.875

0

AUC of all classifiers

   

 GraphS

5.1

–

   

 GraphM

5.2312

0.633635

   

 ur-CAIM

5.8062

0.020656

   

 MChi2

6.325

0.000026

   

 FFD

6.3875

0.000012

   

 Ameva

6.4187

0.000008

   

 EMD

6.7

0

   

 PKID

6.8812

0

   

 ChiMerge

6.9875

0

   

 CAIM

7.35

0

   

 FUSINTER

8.7312

0

   

 Zeta

9.475

0

   

 HDD

9.6062

0

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