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ResearchFormerly WizWand

Multi-view Clustering on Synthetic Dataset Setup 2

1Rand IndexGRAB-MDM (Proposed)
0.34480.51490.6850.8551Feb 11, 2026
Updated 8mo ago

Evaluation results

MethodLinks
GRAB-MDM (Proposed)Variance triplet (v1^2, v2^2, v3^2)=(0.5, 0, 0.3), Number of replications=1,0002026.021
mDMVariance triplet (v1^2, v2^2, v3^2)=(0.5, 0, 0.3), Number of replications=1,0002026.020.99
mLLEVariance triplet (v1^2, v2^2, v3^2)=(0.5, 0, 0.3), Number of replications=1,0002026.020.93
mSNEVariance triplet (v1^2, v2^2, v3^2)=(0.5, 0, 0.3), Number of replications=1,0002026.020.91
DMVariance triplet (v1^2, v2^2, v3^2)=(0.5, 0, 0.3), Number of replications=1,0002026.020.91
mISOMAPVariance triplet (v1^2, v2^2, v3^2)=(0.5, 0, 0.3), Number of replications=1,0002026.020.9
pADMVariance triplet (v1^2, v2^2, v3^2)=(0.5, 0, 0.3), Number of replications=1,0002026.020.9
LLEVariance triplet (v1^2, v2^2, v3^2)=(0.5, 0, 0.3), Number of replications=1,0002026.020.9
tSNEVariance triplet (v1^2, v2^2, v3^2)=(0.5, 0, 0.3), Number of replications=1,0002026.020.9
ISOMAPVariance triplet (v1^2, v2^2, v3^2)=(0.5, 0, 0.3), Number of replications=1,0002026.020.89
UMAPVariance triplet (v1^2, v2^2, v3^2)=(0.5, 0, 0.3), Number of replications=1,0002026.020.89
mUMAPVariance triplet (v1^2, v2^2, v3^2)=(0.5, 0, 0.3), Number of replications=1,0002026.020.88
GRAB-MDM (Proposed)Variance triplet (v1^2, v2^2, v3^2)=(50, 15, 70), Number of replications=1,0002026.020.78
mDMVariance triplet (v1^2, v2^2, v3^2)=(50, 15, 70), Number of replications=1,0002026.020.64
DMVariance triplet (v1^2, v2^2, v3^2)=(50, 15, 70), Number of replications=1,0002026.020.57
ISOMAPVariance triplet (v1^2, v2^2, v3^2)=(50, 15, 70), Number of replications=1,0002026.020.57
mUMAPVariance triplet (v1^2, v2^2, v3^2)=(50, 15, 70), Number of replications=1,0002026.020.56
mSNEVariance triplet (v1^2, v2^2, v3^2)=(50, 15, 70), Number of replications=1,0002026.020.55
pADMVariance triplet (v1^2, v2^2, v3^2)=(50, 15, 70), Number of replications=1,0002026.020.51
mLLEVariance triplet (v1^2, v2^2, v3^2)=(50, 15, 70), Number of replications=1,0002026.020.5
tSNEVariance triplet (v1^2, v2^2, v3^2)=(50, 15, 70), Number of replications=1,0002026.020.43
UMAPVariance triplet (v1^2, v2^2, v3^2)=(50, 15, 70), Number of replications=1,0002026.020.43
mISOMAPVariance triplet (v1^2, v2^2, v3^2)=(50, 15, 70), Number of replications=1,0002026.020.42
LLEVariance triplet (v1^2, v2^2, v3^2)=(50, 15, 70), Number of replications=1,0002026.020.37