Table 1 Summary of classification accuracies both for our approach and Random Forests.
Method | Number of ratios in the model | Correct classification rate on the learning dataset | 2-fold cross-validation average correct classification rate | Corect classification rate on the validation dataset |
|---|---|---|---|---|
GA + LDA | 2 | 86.7% | 81.7% | 86.7% |
RF | 5112 | 100% | 67.3% | 70% |
RF | 6 | 100% | 86.4% | 76.7 |
RF | 2 | 100% | 79.4% | 50% |