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 | Â | Â | Â | ||
 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 |  |  |  |