Table 8.
Results on colon cancer dataset
| Methods | accuracy | Precision | Recall | F-score | AUC |
|---|---|---|---|---|---|
| k = 1 (RBF) | 0.894 ± 0.012 | 0.914 ± 0.010 | 0.825 ± 0.026 | 0.871 ± 0.017 | 0.963 ± 0.007 |
| k = 1 (IM) | 0.902 ± 0.010 | 0.917 ± 0.008 | 0.807 ± 0.023 | 0.892 ± 0.014 | 0.969 ± 0.008 |
| k = 1 (LA) | 0.872 ± 0.009 | 0.920 ± 0.009 | 0.786 ± 0.030 | 0.792 ± 0.035 | 0.953 ± 0.021 |
| k = 2 (RBF+IM) | 0.889 ± 0.020 | 0.907 ± 0.021 | 0.842 ± 0.030 | 0.860 ± 0.023 | 0.955 ± 0.012 |
| k = 2 (IM+LA) | 0.920 ± 0.015 | 0.945 ± 0.015 | 0.865 ± 0.021 | 0.882 ± 0.015 | 0.976 ± 0.014 |
| k = 2 (RBF+LA) | 0.918 ± 0.008 | 0.937 ± 0.004 | 0.879 ± 0.023 | 0.872 ± 0.030 | 0.957 ± 0.017 |
| k = 3 (RBF+IM+LA) | 0.927 ± 0.010 | 0.955 ± 0.015 | 0.881 ± 0.018 | 0.886 ± 0.018 | 0.983 ± 0.009 |
Experiments were repeated five times, with the average (±standard error) provided