Table 3.
Precision | Timing | |||||||||
CNS Rat | Leukemia | NCI60 | Lymphoma | Yeast | PBM | CNS Rat | Leukemia | NCI60 | Limphoma | |
K-means-R | ⑦ | ➌ | 4 | ④ | ⑥ | 5 | 2.4 × 103 | 2.0 × 103 | 8.3 × 103 | 8.4 × 103 |
K-means-A | 4 | ➌ | 1 | ② | ⑥ | 4 | 2.3 × 103 | 1.3 × 103 | 5.3 × 103 | 5.8 × 103 |
K-means-C | ⑤ | ➌ | 2 | 8 | ⑥ | 5 | 1.7 × 103 | 1.3 × 103 | 5.0 × 103 | 4.0 × 103 |
K-means-S | 3 | ➌ | 1 | 1 | 1 | 1 | 2.6 × 103 | 1.6 × 103 | 7.3 × 103 | 7.4 × 103 |
R-R0 | 2 | 7 | 2 | ④ | ➎ | 4 | 1.2 × 103 | 8.0 × 102 | 4.0 × 103 | 3.0 × 103 |
R-R5 | ⑤ | ④ | 2 | ② | ④ | 6 | 1.2 × 103 | 8.0 × 102 | 4.5 × 103 | 3.2 × 103 |
R-R2 | 3 | ② | 2 | ② | ➎ | 6 | 1.3 × 103 | 8.0 × 102 | 5.2 × 103 | 3.2 × 103 |
Hier-A | ⑦ | ➌ | 1 | ② | 3 | 1 | 1.1 × 103 | 4.0 × 102 | 2.0 × 103 | 1.9 × 103 |
Hier-C | ⑦ | ➌ | 2 | ② | 7 | 4 | 7.0 × 102 | 4.0 × 102 | 1.7 × 103 | 1.4 × 103 |
Hier-S | ⑤ | ➌ | 1 | 1 | 1 | 5 | 2.6 × 103 | 6.0 × 102 | 3.2 × 103 | 3.8 × 103 |
Gold solution | 6 | 3 | 8 | 3 | 5 | 18 | - | - | - | - |
A summary of the results of G-Gap, on all algorithms and on all datasets. The columns under the label precision indicate the number of clusters predicted by the measure, while the remaining four indicate the timing in milliseconds for the execution of the corresponding experiment.