Multi-view Clustering on Synthetic Dataset Setup 2
1Rand IndexGRAB-MDM (Proposed)
Evaluation Results
| Method | Links | |
|---|---|---|
| GRAB-MDM (Proposed)Variance triplet (v1^2, v2^2, v3^2)=(0.5, 0, 0.3), Number of replications=1,0002026.02 | 1 | |
| mDMVariance triplet (v1^2, v2^2, v3^2)=(0.5, 0, 0.3), Number of replications=1,0002026.02 | 0.99 | |
| mLLEVariance triplet (v1^2, v2^2, v3^2)=(0.5, 0, 0.3), Number of replications=1,0002026.02 | 0.93 | |
| mSNEVariance triplet (v1^2, v2^2, v3^2)=(0.5, 0, 0.3), Number of replications=1,0002026.02 | 0.91 | |
| DMVariance triplet (v1^2, v2^2, v3^2)=(0.5, 0, 0.3), Number of replications=1,0002026.02 | 0.91 | |
| mISOMAPVariance triplet (v1^2, v2^2, v3^2)=(0.5, 0, 0.3), Number of replications=1,0002026.02 | 0.9 | |
| pADMVariance triplet (v1^2, v2^2, v3^2)=(0.5, 0, 0.3), Number of replications=1,0002026.02 | 0.9 | |
| LLEVariance triplet (v1^2, v2^2, v3^2)=(0.5, 0, 0.3), Number of replications=1,0002026.02 | 0.9 | |
| tSNEVariance triplet (v1^2, v2^2, v3^2)=(0.5, 0, 0.3), Number of replications=1,0002026.02 | 0.9 | |
| ISOMAPVariance triplet (v1^2, v2^2, v3^2)=(0.5, 0, 0.3), Number of replications=1,0002026.02 | 0.89 | |
| UMAPVariance triplet (v1^2, v2^2, v3^2)=(0.5, 0, 0.3), Number of replications=1,0002026.02 | 0.89 | |
| mUMAPVariance triplet (v1^2, v2^2, v3^2)=(0.5, 0, 0.3), Number of replications=1,0002026.02 | 0.88 | |
| GRAB-MDM (Proposed)Variance triplet (v1^2, v2^2, v3^2)=(50, 15, 70), Number of replications=1,0002026.02 | 0.78 | |
| mDMVariance triplet (v1^2, v2^2, v3^2)=(50, 15, 70), Number of replications=1,0002026.02 | 0.64 | |
| DMVariance triplet (v1^2, v2^2, v3^2)=(50, 15, 70), Number of replications=1,0002026.02 | 0.57 | |
| ISOMAPVariance triplet (v1^2, v2^2, v3^2)=(50, 15, 70), Number of replications=1,0002026.02 | 0.57 | |
| mUMAPVariance triplet (v1^2, v2^2, v3^2)=(50, 15, 70), Number of replications=1,0002026.02 | 0.56 | |
| mSNEVariance triplet (v1^2, v2^2, v3^2)=(50, 15, 70), Number of replications=1,0002026.02 | 0.55 | |
| pADMVariance triplet (v1^2, v2^2, v3^2)=(50, 15, 70), Number of replications=1,0002026.02 | 0.51 | |
| mLLEVariance triplet (v1^2, v2^2, v3^2)=(50, 15, 70), Number of replications=1,0002026.02 | 0.5 | |
| tSNEVariance triplet (v1^2, v2^2, v3^2)=(50, 15, 70), Number of replications=1,0002026.02 | 0.43 | |
| UMAPVariance triplet (v1^2, v2^2, v3^2)=(50, 15, 70), Number of replications=1,0002026.02 | 0.43 | |
| mISOMAPVariance triplet (v1^2, v2^2, v3^2)=(50, 15, 70), Number of replications=1,0002026.02 | 0.42 | |
| LLEVariance triplet (v1^2, v2^2, v3^2)=(50, 15, 70), Number of replications=1,0002026.02 | 0.37 |