Table 5.
Degree of Freedom Effect on a QSPR Model
| QSPR Model Statistics | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Data Split | 70% Training, 15% Validation, 15% Prediction | 100% Training | ||||||||
| DF | 0.53 | 1.01 | 1.90 | 2.32 | 2.39 | 3.14 | 4.10 | 5.16 | 0.7 | 1.0 |
| SSE | 12 | 16 | 17 | 19 | 21 | 32 | 30 | 33 | 0.21 | 0.26 |
| %AAD | 5.1 | 6.7 | 7.5 | 8.0 | 9.1 | 10.5 | 12.0 | 12.5 | 0.88 | 1.1 |
| RMSE | 0.28 | 0.31 | 0.43 | 0.34 | 0.36 | 0.44 | 0.43 | 0.45 | 0.036 | 0.041 |
| R2 | 0.93 | 0.93 | 0.93 | 0.93 | 0.92 | 0.91 | 0.86 | 0.84 | 0.997 | 0.997 |
| %AAD | ||||||||||
| Training | 0.2 | 3.2 | 6.0 | 5.7 | 6.7 | 8.5 | 10.6 | 10.4 | 0.997 | 0.997 |
| CV | 17.2 | 14.2 | 12.1 | 13.8 | 13.4 | 15.8 | 14.8 | 13.5 | ||
| Prediction | 15.9 | 15.8 | 10.1 | 12.9 | 15.7 | 14.3 | 15.6 | 21.4 | ||