Principal Component Analysis on Synthetic Gaussian Data
15.9Runtime (ms)MS-PCA
Evaluation Results
| Method | Links | |
|---|---|---|
| MS-PCADimension (d)=1000, Aspect ratio (c)=12026.05 | 15.9 | |
| MS-PCADimension (d)=2000, Aspect ratio (c)=12026.05 | 49.2 | |
| RPCA-AAPDimension (d)=1000, Aspect ratio (c)=12026.05 | 86 | |
| MS-PCADimension (d)=3000, Aspect ratio (c)=12026.05 | 102 | |
| MS-PCADimension (d)=4000, Aspect ratio (c)=12026.05 | 216 | |
| MS-PCADimension (d)=5000, Aspect ratio (c)=12026.05 | 237 | |
| RPCA-AAPDimension (d)=2000, Aspect ratio (c)=12026.05 | 369 | |
| MS-PCADimension (d)=10000, Aspect ratio (c)=12026.05 | 832 | |
| RPCA-AAPDimension (d)=3000, Aspect ratio (c)=12026.05 | 1,050 | |
| RPCA-AAPDimension (d)=4000, Aspect ratio (c)=12026.05 | 2,490 | |
| RPCA-AAPDimension (d)=5000, Aspect ratio (c)=12026.05 | 2,750 | |
| RPCA-AAPDimension (d)=10000, Aspect ratio (c)=12026.05 | 10,500 |