Table 1. SVM Parameters.
Parameter | Min | Max | Optimal Value |
C (cost) | 0.1 | 10 | 1.67 |
(width) | .001 | 1000 | 2.1 |
d (order of string kernel) | 1 | 6 | 5 |
d' (order of spectrum kernel) | 1 | 10 | 8 |
g (gaps allowed) | 0 | 3 | 1 |
Tested range and optimal values for SVM kernel function parameters. Integer values were tested for the entire range. Non-integer parameters were set using values within their ranges in two successive grid search of decreasing step value.