Table 3.
Classifier | Class Distribution | Min | Median | Mean | Max | Standard deviation |
---|---|---|---|---|---|---|
SVM | Uneven, all samples Even, subsampled |
0.003 0.003 |
0.005 0.02 |
0.006 0.02 |
0.01 0.03 |
0.002 0.008 |
CART | Uneven, all samples Even, subsampled |
0.004 0 |
0.005 0.016 |
0.008 0.02 |
0.016 0.04 |
0.002 0.013 |
Values shown are classification errors computed as the average ratio of incorrectly classified test samples to the total number of test samples per replicate. We report results both including the entire dataset and results from 10 replicates of subsampling to ensure an even class distribution.