Table 2. Regression Coefficients (r2) and Cross-Validation Regression Coefficients (q2) for the Forge Models.
template | model | cross-validation q2 | training set r2 | test set r2 |
---|---|---|---|---|
Template 1 | field QSAR | 0.53 | 0.83 | 0.43 |
random forest | 0.48 | 0.93 | 0.57 | |
support vector machine | 0.50 | 0.99 | 0.49 | |
k-nearest neighbors | 0.51 | a | 0.64 | |
relevance vector machine | 0.46 | 0.86 | 0.54 | |
Template 2 | field QSAR | 0.53 | 0.81 | 0.38 |
random forest | 0.43 | 0.93 | 0.28 | |
support vector machine | 0.56 | 0.99 | 0.50 |
Not applicable.