Open Access
Table 16.
Relative importances (rescaled to add to 100) for observed features from the three models combined between meta and base models.
| AGN-galaxy (meta model: CatBoost) | |||||
|---|---|---|---|---|---|
| Feature | Importance | Feature | Importance | Feature | Importance |
| W1_W2 | 68.945 | H_K | 1.715 | z_W2 | 1.026 |
| W1_W3 | 4.753 | y_W1 | 1.659 | z_y | 0.722 |
| g_r | 4.040 | y_W2 | 1.513 | W3_W4 | 0.669 |
| r_J | 4.006 | i_y | 1.441 | W4mag | 0.558 |
| r_i | 3.780 | i_z | 1.366 | H_W3 | 0.408 |
| band_num | 1.842 | y_J | 1.187 | J_H | 0.371 |
| Radio detection (meta model: GBC) | |||||
| Feature | Importance | Feature | Importance | Feature | Importance |
| W2_W3 | 9.609 | y_W1 | 7.150 | W4mag | 4.759 |
| y_J | 8.102 | g_r | 7.123 | K_W4 | 2.280 |
| W1_W2 | 8.010 | z_W1 | 7.076 | J_H | 1.283 |
| g_i | 7.446 | r_z | 6.981 | H_K | 1.030 |
| K_W3 | 7.357 | i_z | 6.867 | band_num | 1.018 |
| z_y | 7.321 | r_i | 6.588 | ||
| Redshift prediction (meta model: ET) | |||||
| Feature | Importance | Feature | Importance | Feature | Importance |
| y_W1 | 35.572 | y_J | 3.018 | i_z | 1.215 |
| W1_W2 | 13.526 | r_z | 3.000 | J_H | 1.162 |
| W2_W3 | 12.608 | r_i | 2.896 | g_W3 | 1.000 |
| band_number | 6.358 | z_y | 2.827 | K_W3 | 0.925 |
| H_K | 4.984 | W4mag | 2.784 | K_W4 | 0.762 |
| g_r | 4.954 | i_y | 2.408 | ||
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