From: Speeding up the Consensus Clustering methodology for microarray data analysis
Precision | Timing | |||||||||
---|---|---|---|---|---|---|---|---|---|---|
CNS Rat | Leukemia | NCI60 | Lymph. | Yeast | PBM | CNS Rat | NCI60 | Yeast | PBM | |
Hier-A | ⑦ | ➌ | ➑ | ➌ | ➎ | 2 | 4.7 × 104 | 5.2 × 104 | 1.4 × 106 | 3.7 × 107 |
Hier-C | ➏ | ④ | ➑ |
| ⑥ | 14 - ⑰ | 4.4 × 104 | 6.4 × 104 | 1.4 × 106 | 3.7 × 107 |
Hier-S | 2 | 8 | ➑ | ② | 10 | 2 | 5.3 × 104 | 5.2 × 104 | 1.4 × 106 | 3.0 × 107 |
K-means-R | ➏ | ④ | ⑦ | ④ | ⑥ |
| 3.7 × 105 | 1.2 × 106 | 1.6 × 107 | 1.6 × 108 |
K-means-A | ⑦ | ➌ | ➑ | ➌ | ⑥ | 12 | 3.1 × 105 | 9.3 × 105 | 1.8 × 107 | 2.1 × 108 |
K-means-C | ➏ | ④ | ➑ | ④ | ⑥ | 12 | 2.5 × 105 | 6.5 × 105 | 1.4 × 107 | 2.0 × 108 |
K-means-S | ➏ | 7 | ⑨ | ② | ⑥ | 2 | 3.7 × 105 | 6.9 × 105 | 1.9 × 107 | 2.4 × 108 |
NMF-R | ➏ | ④ | ⑦ | ④ | - | - | 1.1 × 108 | 6.3 × 107 | - | - |
NMF-A | ⑦ | ➌ | ⑦ | ➌ | - | - | 3.0 × 107 | 1.2 × 107 | - | - |
NMF-C | ➏ | ➌ | ➑ | ④ | - | - | 2.9 × 107 | 1.2 × 107 | - | - |
NMF-S | 2 | 8 | ⑨ | ② | - | - | 3.5 × 107 | 1.2 × 107 | - | - |
Gold solution | 6 | 3 | 8 | 3 | 5 | 18 | - | - | - | - |