Skip to main content

Table 4 Average Friedman rankings and \(p_{Holm}\) of the number of intervals, running time, and predictive accuracy for standard 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

2.7533

–

 ur-CAIM

3.05

–

 ChiMerge

3.3883

0.045827

 GraphM

3.5167

0.642579

 Ameva

4.39

0.000001

 CAIM

4.35

0.392135

 CAIM

4.4767

0

 ChiMerge

4.85

0.220322

 Zeta

4.7017

0

 FFD

5.5667

0.058782

 GraphM

5.735

0

 PKID

5.5833

0.058782

 GraphS

5.98

0

 Zeta

5.8333

0.033841

 ur-CAIM

6.1883

0

 GraphS

6.15

0.014349

 MChi2

8.2133

0

 FUSINTER

9.0667

0

 FFD

9.7033

0

 Ameva

9.2667

0

 PKID

10.5367

0

 MChi2

9.5

0

 FUSINTER

11.9667

0

 HDD

11.2667

0

 HDD

12.9667

0

 EMD

13

0

Accuracy of C4.5

Accuracy of KNN

 EMD

5.3033

–

 GraphM

4.5667

–

 GraphM

5.4417

0.888248

 ur-CAIM

5.0667

0.05

 GraphS

5.5467

0.888248

 GraphS

5.0833

0.025

 ur-CAIM

5.7417

0.504152

 EMD

5.5167

0.016667

 Ameva

6.2867

0.007941

 Ameva

5.7667

0.0125

 ChiMerge

6.615

0.000185

 Zeta

6.4167

0.01

 Zeta

6.7117

0.000057

 ChiMerge

6.8

0.008333

 CAIM

6.735

0.000047

 CAIM

6.8333

0.007143

 MChi2

6.94

0.000002

 MChi2

7.1833

0.00625

 FFD

7.7

0

 FFD

8.25

0.005556

 PKID

8.4983

0

 PKID

8.65

0.005

 HDD

9.5333

0

 FUSINTER

9.5333

0.004545

 FUSINTER

9.9467

0

 HDD

11.3333

0.004167

Accuracy of NB

Accuracy of SVM

 GraphM

5.0333

–

 GraphS

4.7667

–

 GraphS

5.4333

0.208413

 ChiMerge

4.95

0.638626

 EMD

5.9

0.012839

 ur-CAIM

5.0833

0.638626

 ChiMerge

6.1

0.002385

 GraphM

5.45

0.094907

 ur-CAIM

6.1833

0.001194

 CAIM

5.8167

0.003839

 CAIM

6.2833

0.000423

 EMD

6.55

0

 Zeta

6.9

0

 MChi2

6.7333

0

 FFD

7.0167

0

 Zeta

6.7833

0

 Ameva

7.1833

0

 Ameva

7.0333

0

 MChi2

7.4333

0

 PKID

8.3167

0

 PKID

7.6

0

 FFD

8.7333

0

 FUSINTER

9.6167

0

 FUSINTER

10.1

0

 HDD

10.3167

0

 HDD

10.6833

0

Accuracy of all classifiers

   

 GraphM

5.1229

–

   

 GraphS

5.2075

0.594723

   

 ur-CAIM

5.5188

0.025572

   

 EMD

5.8175

0.000037

   

 ChiMerge

6.1163

0

   

 CAIM

6.4171

0

   

 Ameva

6.5675

0

   

 Zeta

6.7029

0

   

 MChi2

7.0725

0

   

 FFD

7.925

0

   

 PKID

8.2663

0

   

 FUSINTER

9.7992

0

   

 HDD

10.4667

0

  Â