Kernel Approximation on DNA
1.59Kernel Approximation Error (%)QMC (Halton)
Evaluation Results
| Method | Links | |
|---|---|---|
| QMC (Halton)Number of random features (k)=9002016.05 | 1.59 | |
| GaussianNumber of random features (k)=9002016.05 | 1.61 | |
| ToeplitzLike(20)Number of random features (k)=9002016.05 | 1.83 | |
| ToeplitzLike(10)Number of random features (k)=9002016.05 | 1.93 | |
| CirculantNumber of random features (k)=9002016.05 | 2.06 | |
| ToeplitzLike(5)Number of random features (k)=9002016.05 | 2.09 | |
| FastfoodNumber of random features (k)=9002016.05 | 2.23 | |
| ToeplitzLike(1)Number of random features (k)=9002016.05 | 2.88 | |
| QMC (Halton)Number of random features (k)=802016.05 | 3.51 | |
| GaussianNumber of random features (k)=802016.05 | 3.6 | |
| ToeplitzLike(20)Number of random features (k)=802016.05 | 4.1 | |
| ToeplitzLike(10)Number of random features (k)=802016.05 | 4.4 | |
| CirculantNumber of random features (k)=802016.05 | 4.62 | |
| ToeplitzLike(5)Number of random features (k)=802016.05 | 4.65 | |
| FastfoodNumber of random features (k)=802016.05 | 5.01 | |
| ToeplitzLike(1)Number of random features (k)=802016.05 | 6.26 |