Table 3 Ranking of features based on their contribution to the model’s performance. Values are expressed as mean ± standard deviation.
Rank | Feature | Weight | Rank | Feature | Weight |
|---|---|---|---|---|---|
1 | hog_1757 | \(0.030 \pm 0.020\) | 16 | Hollowness | \(0.015 \pm 0.012\) |
2 | Compactness | \(0.025 \pm 0.018\) | 17 | Texture Entropy | \(0.015 \pm 0.011\) |
3 | hog_611 | \(0.021 \pm 0.022\) | 18 | hog_730 | \(0.015 \pm 0.019\) |
4 | Circularity | \(0.022 \pm 0.017\) | 19 | hog_1578 | \(0.013 \pm 0.008\) |
5 | hog_1294 | \(0.020 \pm 0.008\) | 20 | hog_504 | \(0.013 \pm 0.017\) |
6 | Aspect Ratio | \(0.019 \pm 0.014\) | 21 | hog_598 | \(0.013 \pm 0.008\) |
7 | Alr | \(0.019 \pm 0.008\) | 22 | Entropy | \(0.013 \pm 0.017\) |
8 | hog_1661 | \(0.018 \pm 0.007\) | 23 | hog_56 | \(0.013 \pm 0.013\) |
9 | Roundness | \(0.018 \pm 0.013\) | 24 | hog_478 | \(0.013 \pm 0.008\) |
10 | Elongation | \(0.017 \pm 0.012\) | 25 | hog_206 | \(0.013 \pm 0.008\) |
11 | Std_hist | \(0.016 \pm 0.017\) | 26 | Texture Contrast | \(0.014 \pm 0.010\) |
12 | hog_1643 | \(0.016 \pm 0.010\) | 27 | Texture Energy | \(0.012 \pm 0.009\) |
13 | hog_1266 | \(0.016 \pm 0.023\) | 28 | Texture Correlation | \(0.011 \pm 0.008\) |
14 | hog_60 | \(0.015 \pm 0.012\) | 29 | Texture Variance | \(0.010 \pm 0.007\) |
15 | hog_298 | \(0.015 \pm 0.007\) |
