Multi-view Clustering on Synthetic Dataset Setup
1Rand IndexGRAB-MDM (Proposed)
Evaluation Results
| Method | Links | |
|---|---|---|
| GRAB-MDM (Proposed)Variance triplet (v1^2, v2^2, v3^2)=(0.3, 0.1, 0.3), Number of replications=1,0002026.02 | 1 | |
| GRAB-MDM (Proposed)Variance triplet (v1^2, v2^2, v3^2)=(3, 2, 3), Number of replications=1,0002026.02 | 0.98 | |
| mDMVariance triplet (v1^2, v2^2, v3^2)=(0.3, 0.1, 0.3), Number of replications=1,0002026.02 | 0.97 | |
| DMVariance triplet (v1^2, v2^2, v3^2)=(0.3, 0.1, 0.3), Number of replications=1,0002026.02 | 0.93 | |
| ISOMAPVariance triplet (v1^2, v2^2, v3^2)=(0.3, 0.1, 0.3), Number of replications=1,0002026.02 | 0.93 | |
| ISOMAPVariance triplet (v1^2, v2^2, v3^2)=(3, 2, 3), Number of replications=1,0002026.02 | 0.93 | |
| mISOMAPVariance triplet (v1^2, v2^2, v3^2)=(0.3, 0.1, 0.3), Number of replications=1,0002026.02 | 0.92 | |
| pADMVariance triplet (v1^2, v2^2, v3^2)=(0.3, 0.1, 0.3), Number of replications=1,0002026.02 | 0.92 | |
| mSNEVariance triplet (v1^2, v2^2, v3^2)=(0.3, 0.1, 0.3), Number of replications=1,0002026.02 | 0.91 | |
| LLEVariance triplet (v1^2, v2^2, v3^2)=(0.3, 0.1, 0.3), Number of replications=1,0002026.02 | 0.91 | |
| UMAPVariance triplet (v1^2, v2^2, v3^2)=(0.3, 0.1, 0.3), Number of replications=1,0002026.02 | 0.91 | |
| GRAB-MDM (Proposed)Variance triplet (v1^2, v2^2, v3^2)=(5, 7, 5), Number of replications=1,0002026.02 | 0.91 | |
| mUMAPVariance triplet (v1^2, v2^2, v3^2)=(0.3, 0.1, 0.3), Number of replications=1,0002026.02 | 0.9 | |
| tSNEVariance triplet (v1^2, v2^2, v3^2)=(0.3, 0.1, 0.3), Number of replications=1,0002026.02 | 0.9 | |
| mDMVariance triplet (v1^2, v2^2, v3^2)=(3, 2, 3), Number of replications=1,0002026.02 | 0.9 | |
| mLLEVariance triplet (v1^2, v2^2, v3^2)=(0.3, 0.1, 0.3), Number of replications=1,0002026.02 | 0.88 | |
| mDMVariance triplet (v1^2, v2^2, v3^2)=(5, 7, 5), Number of replications=1,0002026.02 | 0.87 | |
| tSNEVariance triplet (v1^2, v2^2, v3^2)=(3, 2, 3), Number of replications=1,0002026.02 | 0.86 | |
| UMAPVariance triplet (v1^2, v2^2, v3^2)=(3, 2, 3), Number of replications=1,0002026.02 | 0.86 | |
| GRAB-MDM (Proposed)Variance triplet (v1^2, v2^2, v3^2)=(10, 10, 10), Number of replications=1,0002026.02 | 0.85 | |
| UMAPVariance triplet (v1^2, v2^2, v3^2)=(5, 7, 5), Number of replications=1,0002026.02 | 0.84 | |
| GRAB-MDM (Proposed)Variance triplet (v1^2, v2^2, v3^2)=(20, 10, 45), Number of replications=1,0002026.02 | 0.84 | |
| DMVariance triplet (v1^2, v2^2, v3^2)=(3, 2, 3), Number of replications=1,0002026.02 | 0.83 | |
| DMVariance triplet (v1^2, v2^2, v3^2)=(5, 7, 5), Number of replications=1,0002026.02 | 0.83 | |
| ISOMAPVariance triplet (v1^2, v2^2, v3^2)=(5, 7, 5), Number of replications=1,0002026.02 | 0.82 | |
| pADMVariance triplet (v1^2, v2^2, v3^2)=(3, 2, 3), Number of replications=1,0002026.02 | 0.81 | |
| mDMVariance triplet (v1^2, v2^2, v3^2)=(10, 10, 10), Number of replications=1,0002026.02 | 0.81 | |
| tSNEVariance triplet (v1^2, v2^2, v3^2)=(5, 7, 5), Number of replications=1,0002026.02 | 0.8 | |
| ISOMAPVariance triplet (v1^2, v2^2, v3^2)=(10, 10, 10), Number of replications=1,0002026.02 | 0.8 | |
| LLEVariance triplet (v1^2, v2^2, v3^2)=(3, 2, 3), Number of replications=1,0002026.02 | 0.78 | |
| pADMVariance triplet (v1^2, v2^2, v3^2)=(5, 7, 5), Number of replications=1,0002026.02 | 0.75 | |
| mUMAPVariance triplet (v1^2, v2^2, v3^2)=(3, 2, 3), Number of replications=1,0002026.02 | 0.74 | |
| DMVariance triplet (v1^2, v2^2, v3^2)=(10, 10, 10), Number of replications=1,0002026.02 | 0.74 | |
| mUMAPVariance triplet (v1^2, v2^2, v3^2)=(5, 7, 5), Number of replications=1,0002026.02 | 0.73 | |
| tSNEVariance triplet (v1^2, v2^2, v3^2)=(10, 10, 10), Number of replications=1,0002026.02 | 0.72 | |
| mDMVariance triplet (v1^2, v2^2, v3^2)=(20, 10, 45), Number of replications=1,0002026.02 | 0.72 | |
| mSNEVariance triplet (v1^2, v2^2, v3^2)=(3, 2, 3), Number of replications=1,0002026.02 | 0.71 | |
| UMAPVariance triplet (v1^2, v2^2, v3^2)=(10, 10, 10), Number of replications=1,0002026.02 | 0.71 | |
| LLEVariance triplet (v1^2, v2^2, v3^2)=(5, 7, 5), Number of replications=1,0002026.02 | 0.7 | |
| mLLEVariance triplet (v1^2, v2^2, v3^2)=(3, 2, 3), Number of replications=1,0002026.02 | 0.69 | |
| mSNEVariance triplet (v1^2, v2^2, v3^2)=(10, 10, 10), Number of replications=1,0002026.02 | 0.68 | |
| mUMAPVariance triplet (v1^2, v2^2, v3^2)=(10, 10, 10), Number of replications=1,0002026.02 | 0.68 | |
| mLLEVariance triplet (v1^2, v2^2, v3^2)=(5, 7, 5), Number of replications=1,0002026.02 | 0.67 | |
| mISOMAPVariance triplet (v1^2, v2^2, v3^2)=(5, 7, 5), Number of replications=1,0002026.02 | 0.67 | |
| mSNEVariance triplet (v1^2, v2^2, v3^2)=(5, 7, 5), Number of replications=1,0002026.02 | 0.66 | |
| DMVariance triplet (v1^2, v2^2, v3^2)=(20, 10, 45), Number of replications=1,0002026.02 | 0.66 | |
| mISOMAPVariance triplet (v1^2, v2^2, v3^2)=(3, 2, 3), Number of replications=1,0002026.02 | 0.65 | |
| mLLEVariance triplet (v1^2, v2^2, v3^2)=(10, 10, 10), Number of replications=1,0002026.02 | 0.65 | |
| mISOMAPVariance triplet (v1^2, v2^2, v3^2)=(10, 10, 10), Number of replications=1,0002026.02 | 0.65 | |
| mSNEVariance triplet (v1^2, v2^2, v3^2)=(20, 10, 45), Number of replications=1,0002026.02 | 0.65 | |
| mLLEVariance triplet (v1^2, v2^2, v3^2)=(20, 10, 45), Number of replications=1,0002026.02 | 0.64 | |
| LLEVariance triplet (v1^2, v2^2, v3^2)=(10, 10, 10), Number of replications=1,0002026.02 | 0.63 | |
| mUMAPVariance triplet (v1^2, v2^2, v3^2)=(20, 10, 45), Number of replications=1,0002026.02 | 0.63 | |
| pADMVariance triplet (v1^2, v2^2, v3^2)=(10, 10, 10), Number of replications=1,0002026.02 | 0.62 | |
| ISOMAPVariance triplet (v1^2, v2^2, v3^2)=(20, 10, 45), Number of replications=1,0002026.02 | 0.62 | |
| UMAPVariance triplet (v1^2, v2^2, v3^2)=(20, 10, 45), Number of replications=1,0002026.02 | 0.6 | |
| tSNEVariance triplet (v1^2, v2^2, v3^2)=(20, 10, 45), Number of replications=1,0002026.02 | 0.59 | |
| mISOMAPVariance triplet (v1^2, v2^2, v3^2)=(20, 10, 45), Number of replications=1,0002026.02 | 0.58 | |
| pADMVariance triplet (v1^2, v2^2, v3^2)=(20, 10, 45), Number of replications=1,0002026.02 | 0.53 | |
| LLEVariance triplet (v1^2, v2^2, v3^2)=(20, 10, 45), Number of replications=1,0002026.02 | 0.41 |