Clustering on ABIDE resting-state functional MRI (rs-fMRI)
0.9932Silhouette ScoreMetric Learning
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Metric Learning2025.11 | 0.9932 | 0.0186 | 31,912.9395 | 1.9997 | 0.8389 | 0.9155 | 0.3002 | 0.2372 | |
| UMAP + K-Means2025.11 | 0.6194 | 0.5205 | 311.3453 | 0.996 | 0.9007 | 0.8758 | -0.0008 | 0.0002 | |
| t-SNE + K-Means2025.11 | 0.5602 | 0.6062 | 228.7278 | 0.9919 | 0.9007 | 0.901 | -0.0011 | 0 | |
| PCA + K-Means2025.11 | 0.2747 | 1.2721 | 53.5725 | 1.0017 | 0.9095 | 0.9078 | -0.0012 | 0.0012 | |
| DEC2025.11 | 0.1166 | 2.4894 | 12.0923 | 1.1406 | 0.5858 | 0.589 | 0.5072 | 0.4091 | |
| VAE2025.11 | 0.0213 | 5.9506 | 8.9761 | 1.0226 | 0.4978 | 0.5587 | 0.0145 | 0.0129 | |
| CPRank=202025.11 | 0.007 | 7.109 | 13.8142 | 1.0035 | 0.8519 | 0.86 | 0.007 | 0.017 | |
| TuckerRank=52025.11 | 0.0061 | 9.175 | 8.8522 | 1.005 | 0.8969 | 0.8698 | 0.0016 | 0.0012 | |
| t-SVDRank=52025.11 | 0.0061 | 9.175 | 8.8522 | 1.005 | 0.8969 | 0.8698 | 0.0016 | 0.0012 | |
| TuckerRank=202025.11 | 0.0053 | 11.7691 | 5.9515 | 1.0048 | 0.9456 | 0.8597 | 0.0014 | 0.0012 | |
| t-SVDRank=202025.11 | 0.0053 | 11.7691 | 5.9515 | 1.0048 | 0.9456 | 0.8597 | 0.0014 | 0.0012 | |
| TuckerRank=102025.11 | 0.0046 | 11.173 | 6.4451 | 1.004 | 0.9245 | 0.8825 | 0.0047 | 0.0033 | |
| t-SVDRank=102025.11 | 0.0046 | 11.173 | 6.4451 | 1.004 | 0.9245 | 0.8825 | 0.0047 | 0.0033 | |
| CPRank=102025.11 | 0.0025 | 12.2807 | 4.0502 | 1.0007 | 0.91 | 0.9007 | 0.0005 | 0.0005 | |
| CPRank=52025.11 | 0.0022 | 17.8678 | 2.3617 | 1.0024 | 0.9144 | 0.8885 | -0.0012 | 0.0006 |