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 | Â | Â | Â | ||
 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 |  |  |  |