Table 6. Results for Refractive Index of Polymers Dataset (True External Dataset 1) with Best Weighting (0.5–0–0.5) Combination as Obtained from the Retrospective Study.
training
set |
test
set |
true
external test set |
|||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
model | R2 | Q2 | MAE95%Train | QExt-F12 | MAE95%Test | correct prediction in % | number of compounds outside ADa | QExt-F12 | MAE95%Test | correct prediction in % | number of compounds outside ADa |
1 | 0.90 | 0.88 | 0.01 | 0.88 | 0.01 | 98.51 | 1 (143) | 0.87 | 0.01 | 94.90 | 0 |
2 | 0.91 | 0.90 | 0.01 | 0.89 | 0.01 | 97.01 | 1 (1) | 0.87 | 0.01 | 91.84 | 5 (319, 333, 334, 339, 340) |
3 | 0.90 | 0.89 | 0.01 | 0.89 | 0.01 | 97.01 | 2 (1, 143) | 0.87 | 0.01 | 94.90 | 6 (319, 331, 333, 334, 339, 340) |
4 | 0.90 | 0.88 | 0.01 | 0.90 | 0.01 | 97.01 | 2 (1, 185) | 0.88 | 0.01 | 94.90 | 7 (319, 331, 333, 334, 339, 341) |
5 | 0.90 | 0.89 | 0.01 | 0.90 | 0.01 | 98.51 | 2 (1, 143) | 0.88 | 0.01 | 93.88 | 0 |
AD using standardization technique is used and compound ID mentioned under parenthesis; division method: Kennard–Stone; NTraining = 154, NTest = 67, NTrue-External-Test = 98.