Kernel Approximation on COIL
1.87Kernel Approximation ErrorQMC (Halton)
Evaluation Results
| Method | Links | |
|---|---|---|
| QMC (Halton)Number of random features (k)=20482016.05 | 1.87 | |
| GaussianNumber of random features (k)=20482016.05 | 1.92 | |
| QMC (Halton)Number of random features (k)=10242016.05 | 2.41 | |
| FastfoodNumber of random features (k)=20482016.05 | 2.64 | |
| GaussianNumber of random features (k)=10242016.05 | 2.74 | |
| ToeplitzLike(20)Number of random features (k)=20482016.05 | 2.76 | |
| ToeplitzLike(10)Number of random features (k)=20482016.05 | 2.87 | |
| ToeplitzLike(5)Number of random features (k)=20482016.05 | 3.04 | |
| CirculantNumber of random features (k)=20482016.05 | 3.14 | |
| FastfoodNumber of random features (k)=10242016.05 | 3.67 | |
| ToeplitzLike(20)Number of random features (k)=10242016.05 | 3.79 | |
| ToeplitzLike(10)Number of random features (k)=10242016.05 | 4.09 | |
| ToeplitzLike(1)Number of random features (k)=20482016.05 | 4.18 | |
| CirculantNumber of random features (k)=10242016.05 | 4.45 | |
| ToeplitzLike(5)Number of random features (k)=10242016.05 | 4.47 | |
| ToeplitzLike(1)Number of random features (k)=10242016.05 | 5.6 |