Table 3.
Comparison between classical QSAR models and their corresponding read-across predictions (the best metric values are shown in bold)
| Feature combination | Hypothesis | Hyperparameters | MAE | RMSEP | ||||||
|---|---|---|---|---|---|---|---|---|---|---|
| σ | γ | CTC | Distance threshold | Similarity threshold | ||||||
| M1 | PLSR | - | - | - | - | - | 0.831 | 0.831 | 0.139 | 0.179 |
| RA-ED | 1.5 | 1.5 | 10 | 0.5 | 0.0 | 0.879 | 0.878 | 0.127 | 0.152 | |
| RA-GK | 0.893 | 0.893 | 0.121 | 0.143 | ||||||
| RA-LK | 0.909 | 0.909 | 0.118 | 0.132 | ||||||
| M2 | PLSR | - | - | - | - | - | 0.834 | 0.834 | 0.157 | 0.178 |
| RA-ED | 1 | 1 | 10 | 0.6 | 0.0 | 0.870 | 0.870 | 0.135 | 0.152 | |
| RA-GK | 0.916 | 0.916 | 0.121 | 0.143 | ||||||
| RA-LK | 0.911 | 0.911 | 0.119 | 0.132 | ||||||
| M3 | PLSR | - | - | - | - | - | 0.839 | 0.839 | 0.154 | 0.175 |
| RA-ED | 0.75 | 1.5 | 10 | 0.5 | 0.0 | 0.862 | 0.862 | 0.142 | 0.162 | |
| RA-GK | 0.912 | 0.912 | 0.114 | 0.130 | ||||||
| RA-LK | 0.892 | 0.892 | 0.132 | 0.144 | ||||||
| M4 | PLSR | - | - | - | - | - | 0.826 | 0.826 | 0.153 | 0.182 |
| RA-ED | 0.75 | 1.75 | 10 | 0.6 | 0.0 | 0.722 | 0.722 | 0.163 | 0.230 | |
| RA-GK | 0.931 | 0.931 | 0.100 | 0.115 | ||||||
| RA-LK | 0.932 | 0.932 | 0.104 | 0.114 | ||||||