Table 2.
Random features required for ε and p
| N | ε | p | ε | p |
|---|---|---|---|---|
| 1 | 0.001 | 0.999 | 1 × 10-6 | 1.000 |
| 10 | 0.001 | 0.499 | 1 × 10-6 | 0.749 |
| 100 | 0.001 | 0.0667 | 1 × 10-6 | 0.129 |
| 1K | 0.001 | 0.00688 | 1 × 10-6 | 0.0137 |
| 10K | 0.001 | 0.000691 | 1 × 10-6 | 0.00138 |
| >10K | 0.001 | ≈ 6.91/N | 1 × 10-6 | ≈ 13.8/N |
The fraction of top feature sets, p, gets smaller as N increases. For p near zero, p ≈ -(ln ε)/N corresponding to the last column of the table.