Table 5 Root-Mean Squared Error (RMSE) of the RF, MPNN and GSE through 10-fold CV on AqSolDBc & AqSolDB. Colors are ranged from green (low RMSE) to red (high RMSE).
From: Will we ever be able to accurately predict solubility?
Dataset | RF | RF | MPNN | GSE (Eq. 1) |
---|---|---|---|---|
MOE2D | ISIDA | ChemProp | ||
AqSolDBc | 0.78 | 0.91 | 0.79 | 1.86 |
AqSolDB | 0.86 | 0.99 | 0.89 | 2.05 |