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ResearchFormerly WizWand

Multi-view Clustering on Synthetic Dataset Setup

1Rand IndexGRAB-MDM (Proposed)
0.38640.54570.7050.8643Feb 11, 2026
Updated 8mo ago

Evaluation results

MethodLinks
GRAB-MDM (Proposed)Variance triplet (v1^2, v2^2, v3^2)=(0.3, 0.1, 0.3), Number of replications=1,0002026.021
GRAB-MDM (Proposed)Variance triplet (v1^2, v2^2, v3^2)=(3, 2, 3), Number of replications=1,0002026.020.98
mDMVariance triplet (v1^2, v2^2, v3^2)=(0.3, 0.1, 0.3), Number of replications=1,0002026.020.97
DMVariance triplet (v1^2, v2^2, v3^2)=(0.3, 0.1, 0.3), Number of replications=1,0002026.020.93
ISOMAPVariance triplet (v1^2, v2^2, v3^2)=(0.3, 0.1, 0.3), Number of replications=1,0002026.020.93
ISOMAPVariance triplet (v1^2, v2^2, v3^2)=(3, 2, 3), Number of replications=1,0002026.020.93
mISOMAPVariance triplet (v1^2, v2^2, v3^2)=(0.3, 0.1, 0.3), Number of replications=1,0002026.020.92
pADMVariance triplet (v1^2, v2^2, v3^2)=(0.3, 0.1, 0.3), Number of replications=1,0002026.020.92
mSNEVariance triplet (v1^2, v2^2, v3^2)=(0.3, 0.1, 0.3), Number of replications=1,0002026.020.91
LLEVariance triplet (v1^2, v2^2, v3^2)=(0.3, 0.1, 0.3), Number of replications=1,0002026.020.91
UMAPVariance triplet (v1^2, v2^2, v3^2)=(0.3, 0.1, 0.3), Number of replications=1,0002026.020.91
GRAB-MDM (Proposed)Variance triplet (v1^2, v2^2, v3^2)=(5, 7, 5), Number of replications=1,0002026.020.91
mUMAPVariance triplet (v1^2, v2^2, v3^2)=(0.3, 0.1, 0.3), Number of replications=1,0002026.020.9
tSNEVariance triplet (v1^2, v2^2, v3^2)=(0.3, 0.1, 0.3), Number of replications=1,0002026.020.9
mDMVariance triplet (v1^2, v2^2, v3^2)=(3, 2, 3), Number of replications=1,0002026.020.9
mLLEVariance triplet (v1^2, v2^2, v3^2)=(0.3, 0.1, 0.3), Number of replications=1,0002026.020.88
mDMVariance triplet (v1^2, v2^2, v3^2)=(5, 7, 5), Number of replications=1,0002026.020.87
tSNEVariance triplet (v1^2, v2^2, v3^2)=(3, 2, 3), Number of replications=1,0002026.020.86
UMAPVariance triplet (v1^2, v2^2, v3^2)=(3, 2, 3), Number of replications=1,0002026.020.86
GRAB-MDM (Proposed)Variance triplet (v1^2, v2^2, v3^2)=(10, 10, 10), Number of replications=1,0002026.020.85
UMAPVariance triplet (v1^2, v2^2, v3^2)=(5, 7, 5), Number of replications=1,0002026.020.84
GRAB-MDM (Proposed)Variance triplet (v1^2, v2^2, v3^2)=(20, 10, 45), Number of replications=1,0002026.020.84
DMVariance triplet (v1^2, v2^2, v3^2)=(3, 2, 3), Number of replications=1,0002026.020.83
DMVariance triplet (v1^2, v2^2, v3^2)=(5, 7, 5), Number of replications=1,0002026.020.83
ISOMAPVariance triplet (v1^2, v2^2, v3^2)=(5, 7, 5), Number of replications=1,0002026.020.82
pADMVariance triplet (v1^2, v2^2, v3^2)=(3, 2, 3), Number of replications=1,0002026.020.81
mDMVariance triplet (v1^2, v2^2, v3^2)=(10, 10, 10), Number of replications=1,0002026.020.81
tSNEVariance triplet (v1^2, v2^2, v3^2)=(5, 7, 5), Number of replications=1,0002026.020.8
ISOMAPVariance triplet (v1^2, v2^2, v3^2)=(10, 10, 10), Number of replications=1,0002026.020.8
LLEVariance triplet (v1^2, v2^2, v3^2)=(3, 2, 3), Number of replications=1,0002026.020.78
pADMVariance triplet (v1^2, v2^2, v3^2)=(5, 7, 5), Number of replications=1,0002026.020.75
mUMAPVariance triplet (v1^2, v2^2, v3^2)=(3, 2, 3), Number of replications=1,0002026.020.74
DMVariance triplet (v1^2, v2^2, v3^2)=(10, 10, 10), Number of replications=1,0002026.020.74
mUMAPVariance triplet (v1^2, v2^2, v3^2)=(5, 7, 5), Number of replications=1,0002026.020.73
tSNEVariance triplet (v1^2, v2^2, v3^2)=(10, 10, 10), Number of replications=1,0002026.020.72
mDMVariance triplet (v1^2, v2^2, v3^2)=(20, 10, 45), Number of replications=1,0002026.020.72
mSNEVariance triplet (v1^2, v2^2, v3^2)=(3, 2, 3), Number of replications=1,0002026.020.71
UMAPVariance triplet (v1^2, v2^2, v3^2)=(10, 10, 10), Number of replications=1,0002026.020.71
LLEVariance triplet (v1^2, v2^2, v3^2)=(5, 7, 5), Number of replications=1,0002026.020.7
mLLEVariance triplet (v1^2, v2^2, v3^2)=(3, 2, 3), Number of replications=1,0002026.020.69
mSNEVariance triplet (v1^2, v2^2, v3^2)=(10, 10, 10), Number of replications=1,0002026.020.68
mUMAPVariance triplet (v1^2, v2^2, v3^2)=(10, 10, 10), Number of replications=1,0002026.020.68
mLLEVariance triplet (v1^2, v2^2, v3^2)=(5, 7, 5), Number of replications=1,0002026.020.67
mISOMAPVariance triplet (v1^2, v2^2, v3^2)=(5, 7, 5), Number of replications=1,0002026.020.67
mSNEVariance triplet (v1^2, v2^2, v3^2)=(5, 7, 5), Number of replications=1,0002026.020.66
DMVariance triplet (v1^2, v2^2, v3^2)=(20, 10, 45), Number of replications=1,0002026.020.66
mISOMAPVariance triplet (v1^2, v2^2, v3^2)=(3, 2, 3), Number of replications=1,0002026.020.65
mLLEVariance triplet (v1^2, v2^2, v3^2)=(10, 10, 10), Number of replications=1,0002026.020.65
mISOMAPVariance triplet (v1^2, v2^2, v3^2)=(10, 10, 10), Number of replications=1,0002026.020.65
mSNEVariance triplet (v1^2, v2^2, v3^2)=(20, 10, 45), Number of replications=1,0002026.020.65
mLLEVariance triplet (v1^2, v2^2, v3^2)=(20, 10, 45), Number of replications=1,0002026.020.64
LLEVariance triplet (v1^2, v2^2, v3^2)=(10, 10, 10), Number of replications=1,0002026.020.63
mUMAPVariance triplet (v1^2, v2^2, v3^2)=(20, 10, 45), Number of replications=1,0002026.020.63
pADMVariance triplet (v1^2, v2^2, v3^2)=(10, 10, 10), Number of replications=1,0002026.020.62
ISOMAPVariance triplet (v1^2, v2^2, v3^2)=(20, 10, 45), Number of replications=1,0002026.020.62
UMAPVariance triplet (v1^2, v2^2, v3^2)=(20, 10, 45), Number of replications=1,0002026.020.6
tSNEVariance triplet (v1^2, v2^2, v3^2)=(20, 10, 45), Number of replications=1,0002026.020.59
mISOMAPVariance triplet (v1^2, v2^2, v3^2)=(20, 10, 45), Number of replications=1,0002026.020.58
pADMVariance triplet (v1^2, v2^2, v3^2)=(20, 10, 45), Number of replications=1,0002026.020.53
LLEVariance triplet (v1^2, v2^2, v3^2)=(20, 10, 45), Number of replications=1,0002026.020.41