Table 4 Comparison of RF with and without the proposed FFS model
From: Fractal feature selection model for enhancing high-dimensional biological problems
Dataset | FFS parameters | Accuracy | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
n | p (%) | Fullset | FFS | |||||||
Acc | Prc | Rec | F1-s | Acc | Prc | Rec | F1-s | |||
ALLAML | 2 | 16 | 90.48 | 92.86 | 90.48 | 90.65 | 100 | 100 | 100 | 100 |
COLON | 10 | 21 | 84.21 | 84.51 | 84.21 | 84.36 | 94.74 | 95.26 | 94.74 | 95 |
Lung_discrete | 4 | 81 | 76.19 | 66.02 | 76.19 | 70.74 | 95.24 | 96.43 | 95.24 | 95.83 |
Lung | 2 | 36 | 81.82 | 67.68 | 81.82 | 74.08 | 90.91 | 92.05 | 90.91 | 91.47 |
Lymphoma | 10 | 16 | 70 | 57 | 70 | 60.75 | 90 | 86.81 | 90 | 78.16 |
TOX_171 | 2 | 86 | 75 | 84.03 | 75 | 79.26 | 96.15 | 96.44 | 96.15 | 96.30 |
WarpPIE10P | 10 | 6 | 76.19 | 91.70 | 76.19 | 83.23 | 93.65 | 96.01 | 93.65 | 94.82 |
Orlraws10P | 10 | 21 | 79.31 | 88.97 | 79.31 | 83.86 | 100 | 100 | 100 | 100 |
CLL_SUB_111 | 2 | 26 | 69.57 | 69.57 | 69.57 | 69.57 | 86.97 | 88.30 | 86.96 | 86.72 |
GLI_85 | 4 | 36 | 79.31 | 85.52 | 79.31 | 82.30 | 96.55 | 97.41 | 96.55 | 96.98 |