Low-dimensional embedding on Synthetic Manifold Setup a n=600, p=100 1.0
0.98TrustworthinessGRAB-MDM (Proposed)
Evaluation Results
| Method | Links | |
|---|---|---|
| GRAB-MDM (Proposed)Noise level (v1^2, v2^2)=(0.05, 0.2), m=32026.02 | 0.98 | |
| mDMNoise level (v1^2, v2^2)=(0.05, 0.2), m=32026.02 | 0.94 | |
| GRAB-MDM (Proposed)Noise level (v1^2, v2^2)=(0.1, 0.3), m=32026.02 | 0.94 | |
| ADMNoise level (v1^2, v2^2)=(0.05, 0.2), m=32026.02 | 0.93 | |
| DMNoise level (v1^2, v2^2)=(0.05, 0.2), m=32026.02 | 0.93 | |
| LLENoise level (v1^2, v2^2)=(0.05, 0.2), m=32026.02 | 0.93 | |
| NCCANoise level (v1^2, v2^2)=(0.05, 0.2), m=32026.02 | 0.92 | |
| ISOMAPNoise level (v1^2, v2^2)=(0.05, 0.2), m=32026.02 | 0.92 | |
| mSNENoise level (v1^2, v2^2)=(0.05, 0.2), m=32026.02 | 0.91 | |
| mISOMAPNoise level (v1^2, v2^2)=(0.05, 0.2), m=32026.02 | 0.91 | |
| KCCANoise level (v1^2, v2^2)=(0.05, 0.2), m=32026.02 | 0.91 | |
| ADMNoise level (v1^2, v2^2)=(0.1, 0.3), m=32026.02 | 0.91 | |
| mUMAPNoise level (v1^2, v2^2)=(0.05, 0.2), m=32026.02 | 0.9 | |
| UMAPNoise level (v1^2, v2^2)=(0.05, 0.2), m=32026.02 | 0.9 | |
| mLLENoise level (v1^2, v2^2)=(0.05, 0.2), m=32026.02 | 0.89 | |
| tSNENoise level (v1^2, v2^2)=(0.05, 0.2), m=32026.02 | 0.89 | |
| GRAB-MDM (Proposed)Noise level (v1^2, v2^2)=(0.2, 0.6), m=32026.02 | 0.88 | |
| GRAB-MDM (Proposed)Noise level (v1^2, v2^2)=(0.3, 0.8), m=32026.02 | 0.8 | |
| GRAB-MDM (Proposed)Noise level (v1^2, v2^2)=(0.45, 0.5), m=32026.02 | 0.78 |