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Table 5 Correlation values for MLR and SVM based QSAR models developed using non-correlated variables selected at the cut-off value 0.5.

From: Ki DoQ: using docking based energy scores to develop ligand based model for predicting antibacterials

Number of input variables

R

q 2

MAE

Using MLR (23 inhibitors)

4

0.82

0.67

2.43

Using SVM (23 inhibitors)

5

0.83

0.67

2.63

4

0.84

0.69

2.51

3

0.93

0.80

1.89

Using SVM (20 inhibitors)

3

0.94

0.87

1.45