Research Article

Prediction of G Protein-Coupled Receptors with SVM-Prot Features and Random Forest

Table 5

Performance qualities measure for test dataset by using the models from the corresponding training dataset.

Test datasetSnSpAccMCCAUC

1st0.59520.98120.78820.62480.930
2nd0.58320.98070.78200.61460.909
3rd0.60130.96200.78170.57630.879
4th0.76750.97260.87000.75620.943
5th0.92380.96540.94460.89000.980
Mean ± SD0.6942 ± 0.14910.9724 ± 0.00870.8333 ± 0.07260.6924 ± 0.12960.928 ± 0.038

AUC, also called receiver operating characteristic (ROC) area, means the area under the receiver operating characteristic curve which is a measure of the accuracy of a classification model.