Table 5 Cluster accuracy on the completely synthetic datasets with different numbers of repeated measurements
From: Clustering gene-expression data with repeated measurements
Number of repeated measurements | Noise | Similarity measure/mode | Average | SD-weighted | IMM |
|---|---|---|---|---|---|
1 | Low | Correlation | 0.680 | NA | NA |
1 | Low | Distance | 0.789 | NA | NA |
1 | Low | Spherical | NA | NA | 0.804 |
1 | Low | Elliptical | NA | NA | 0.804 |
1 | High | Correlation | 0.259 | NA | NA |
1 | High | Distance | 0.000 | NA | NA |
1 | High | Spherical | NA | NA | 0.395 |
1 | High | Elliptical | NA | NA | 0.395 |
4 | Low | Correlation | 0.764 | 0.576 | NA |
4 | Low | Distance | 0.877 | 0.927 | NA |
4 | Low | Spherical | NA | NA | 0.926 |
4 | Low | Elliptical | NA | NA | 0.957 |
4 | High | Correlation | 0.389 | 0.519 | NA |
4 | High | Distance | 0.000 | 0.713 | NA |
4 | High | Spherical | NA | NA | 0.589 |
4 | High | Elliptical | NA | NA | 0.911 |
20 | Low | Correlation | 0.854 | 0.701 | NA |
20 | Low | Distance | 0.891 | 0.964 | NA |
20 | Low | Spherical | NA | NA | 0.962 |
20 | Low | Elliptical | NA | NA | 0.957 |
20 | High | Correlation | 0.602 | 0.651 | NA |
20 | High | Distance | 0.590 | 0.819 | NA |
20 | High | Spherical | NA | NA | 0.688 |
20 | High | Elliptical | NA | NA | 0.953 |