Table 4. Mean Absolute Errors (MAEs) of Atomization Enthalpies of 100 Molecules Drawn at Random from GDB-1723a.
method | MAE, kcal/mol | range of errors, kcal/mol |
---|---|---|
OM2 | 10.94 | –39.57 to 9.6 |
ML-OM2//OM2 | 21.58 | –52.02 to 0.87 |
rOM2//OM2 | 145.39 | –414.15 to 484.33 |
Results are given for OM2 with default parameters, rOM2//OM2 was reparametrized using 128 C7H10O2 isomers, and the ML-OM2//OM2 model was trained on 5k C7H10O2 isomers. MAEs are given in kcal/mol.