Table 7.
Best classification accuracy (%) for the different classifiers and α values in the Colon tumor dataset.
| α/Classifier | NB | DT | SVM | k-NN | Average | Max |
|---|---|---|---|---|---|---|
| 1 | 80.65 | 88.71 | 88.71 | 88.71 | 86.70 | 88.71 |
| 0.95 | 80.65 | 88.71 | 83.87 | 83.87 | 84.28 | 88.71 |
| 0.9 | 85.48 | 91.93 | 88.71 | 88.71 | 88.71 | 91.93 |
| 0.85 | 88.71 | 87.1 | 87.1 | 88.71 | 87.91 | 88.71 |
| 0.80 | 85.48 | 87.1 | 87.1 | 88.71 | 87.10 | 88.71 |
| 0.75 | 87.1 | 87.1 | 85.48 | 85.48 | 86.29 | 87.1 |
| 0.7 | 87.1 | 90.32 | 88.71 | 87.1 | 88.31 | 90.32 |
The maximum numbers in each column are highlighted in boldface.