Table 3. Results for C60 Solubility in Organic Solvents Dataset (Model Dataset 3) with Best Weighting (0.5–0–0.5) Combination as Obtained from the Retrospective Study.
| model | division method | R2 | Q2 | MAE95%Train | QExt-F12 | MAE95%Test | correct prediction in % | training set range | number of compounds outside ADa |
|---|---|---|---|---|---|---|---|---|---|
| 1 | sorted responseb | 0.87 | 0.85 | 0.34 | 0.85 | 0.33 | 97.87 | 6.97 | 1 (128) |
| 2 | 0.88 | 0.85 | 0.33 | 0.84 | 0.34 | 95.74 | 1 (128) | ||
| 3 | 0.88 | 0.87 | 0.33 | 0.81 | 0.33 | 91.49 | 1 (85) | ||
| 4 | 0.88 | 0.86 | 0.34 | 0.85 | 0.32 | 95.74 | 1 (21) | ||
| 5 | 0.87 | 0.86 | 0.33 | 0.81 | 0.36 | 95.74 | 1 (128) | ||
| 6 | Kennard–Stonec | 0.85 | 0.84 | 0.33 | 0.88 | 0.35 | 100 | 6.97 | 0 |
| 7 | 0.86 | 0.85 | 0.33 | 0.87 | 0.35 | 97.87 | 0 | ||
| 8 | 0.86 | 0.85 | 0.32 | 0.86 | 0.34 | 95.74 | 2 (87, 148) | ||
| 9 | 0.79 | 0.77 | 0.37 | 0.84 | 0.39 | 95.74 | 0 | ||
| 10 | 0.86 | 0.85 | 0.33 | 0.87 | 0.34 | 95.74 | 0 | ||
| 11 | modified-k-medoidsd | 0.84 | 0.83 | 0.36 | 0.82 | 0.32 | 93.62 | 6.97 | 0 |
| 12 | 0.84 | 0.83 | 0.37 | 0.80 | 0.34 | 93.62 | 2 (64, 144) | ||
| 13 | 0.89 | 0.88 | 0.34 | 0.78 | 0.34 | 89.36 | 0 | ||
| 14 | 0.88 | 0.85 | 0.33 | 0.82 | 0.33 | 95.74 | 1 (128) | ||
| 15 | 0.89 | 0.88 | 0.34 | 0.79 | 0.33 | 89.36 | 0 |
AD using standardization technique is used and compound ID mentioned under parenthesis.
NTraining = 109, NTest = 47.
NTraining = 109, NTest = 47.
NTraining = 109, NTest = 47.