Table 3. Comparing the performance of the MLP with the SVM on gene expression data in combination with different feature selection algorithms.
Pearson | Spearman | Euclidean distance | Cosine coefficient | Information gain | Mutual information | S/N ratio | |
---|---|---|---|---|---|---|---|
MLP | 97.1 | 70.6 | 97.1 | 79.4 | 72.9 | 62.1 | 94.1 |
SVMRBF | 97.1 | 70.6 | 91.2 | 70.6 | 58.8 | 58.8 | 94.1 |
SVMlinear | 79.4 | 70.6 | 88.2 | 58.8 | 58.8 | 58.8 | 94.1 |