Table 3.
Ratio | L1-Log | L1-SVM | L2-Log | L2-SVM | KSVM | SCCA |
---|---|---|---|---|---|---|
1 | 0.7071±0.0010 | 0.7061±0.0015 | 0.7222±0.0009 | 0.7316±0.0011 | 0.7325±0.0006 | 0.7496±0.0042 |
5 | 0.7318±0.0004 | 0.7286±0.0007 | 0.7368±0.0005 | 0.7505±0.0005 | NA | 0.7496±0.0042 |
10 | 0.7254±0.0003 | 0.7339±0.0005 | 0.7370±0.0004 | 0.7479±0.0003 | NA | 0.7496±0.0042 |
50 | 0.7243±0.0004 | 0.7366±0.0004 | 0.7378±0.0005 | 0.7479±0.0004 | NA | 0.7496±0.0042 |
100 | 0.7244±0.0005 | 0.7352±0.0006 | 0.7361±0.0005 | 0.7496±0.0003 | NA | 0.7496±0.0042 |
ALL | 0.7244±0.0004 | 0.7377±0.0006 | 0.7371±0.0005 | 0.7481±0.0004 | NA | 0.7496±0.0042 |
The number of negative examples is varied from the same number of positive examples to the number of all possible negative examples. NA means that it was not computationally feasible.