Table 2. Performance comparison.
Dataset | Optimal K | ProgenyClustering(score) | ProgenyClustering(gap) | Gap Statistics | Sihouette | Clest | Consensus Clustering | Model Explorer |
---|---|---|---|---|---|---|---|---|
2-dimensional synthetic dataset | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 |
10-dimensional synthetic dataset | 4 | 4 | 4 | 4 | 4 | 2 | 2 | 2 |
Iris dataset | 3 (2) | 2 | 5 | 8 | 2 | 3 | 2 | 2 |
Rat CNS dataset | 6 | 10 | 6 | 7 | 5 | 5 | 2 | 2 |
cell phenotype dataset | 4 | 4 | 4 | 5 | 4 | 4 | 3 | 6 |
AML adhesion pathway RPPA dataset | 6 or 10 | 10 | 6 | 8 | 2 | 4 | 2 | 2 |
Supporting information for each method is included in the Supplement.