Table 4. Performance Measures in Predicting Pgp Inhibitors by Using All Inhibitor Data.
method | parameters | accuracy | sensitivity | specificity | κ | coverage |
---|---|---|---|---|---|---|
Traininga | ||||||
v-NN | HC (h = 0.1; d0 = 1.0)b | 0.83 | 0.87 | 0.77 | 0.65 | 1.00 |
v-NN | HA (h = 0.3; d0 = 0.5) | 0.87 | 0.93 | 0.74 | 0.68 | 0.75 |
Evaluation | ||||||
v-NN | HC (h = 0.1; d0 = 1.0) | 0.77 | 0.88 | 0.66 | 0.54 | 1.00 |
v-NN | HA (h = 0.3; d0 = 0.5) | 0.81 | 0.92 | 0.69 | 0.62 | 0.81 |
Performance of 10-fold cross validation.
v-NN parameters (smoothing factor, h, and Tanimoto-distance threshold, d0).