Table 3 Average improvements
From: Building gene expression profile classifiers with a simple and efficient rejection option in R
| Â | SOCMT | MOCV | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Â | Â | K-NN-OC | KMeans-OC | PCA-OC | Parzen-OC | SVM-OC | K-NN-OC | KMeans-OC | PCA-OC | Parzen-OC | SVM-OC |
G_3 | K-NN+rule | +0.08 | +0.01 | -0.01 | + 0.01 | + 0.12 | + 0.04 | + 0.05 | +0.01 | +0.05 | +0.11 |
| Â | RF+rule | +0.19 | +0.12 | +0.10 | +0.12 | +0.23 | +0.15 | +0.16 | +0.12 | +0.16 | +0.22 |
| Â | N-NET+rule | +0.03 | -0.04 | -0.06 | -0.04 | + 0.07 | -0.01 | + 0.00 | -0.04 | +0.00 | +0.06 |
G_4 | K-NN+rule | -0.01 | -0.05 | -0.01 | -0.05 | + 0.06 | + 0.10 | -0.07 | -0.08 | +0.00 | +0.03 |
| Â | RF+rule | +0.13 | +0.09 | +0.13 | +0.09 | +0.20 | +0.24 | +0.07 | +0.06 | +0.14 | +0.17 |
| Â | N-NET+rule | +0.06 | +0.02 | + 0.06 | -0.04 | 0.13 | + 0.17 | + 0.00 | -0.01 | +0.00 | 0.1 |
G_5 | K-NN+rule | -0.04 | -0.16 | -0.05 | -0.15 | -0.04 | + 0.04 | -0.14 | -0.14 | -0.06 | -0.05 |
| Â | RF+rule | + 0.2 | +0.08 | +0.19 | +0.09 | +0.20 | +0.28 | +0.1 | + 0.1 | +0.18 | +0.19 |
| Â | N-NET+rule | +0.11 | -0.01 | + 0.10 | + 0.00 | + 0.11 | + 0.19 | + 0.01 | +0.01 | +0.09 | +0.10 |
G_6 | K-NN+rule | +0.06 | +0.01 | + 0.03 | -0.07 | + 0.03 | + 0.07 | + 0.00 | +0.01 | +0.11 | +0.10 |
| Â | RF+rule | +0.19 | +0.14 | +0.16 | + 0.06 | + 0.16 | +0.20 | +0.13 | +0.14 | +0.24 | +0.23 |
| Â | N-NET+rule | +0.07 | +0.02 | + 0.04 | + 0.01 | + 0.04 | + 0.08 | + 0.01 | +0.02 | +0.19 | +0.11 |