Figure 6. Comparison of PR-AUC and ROC-AUC for both feature setups computed on test data.

In terms of PR-AUC, the peak based models clearly perform better than the bin based models. In terms of ROC-AUC it is less clear, however, as the test data is highly unbalanced, ROC-AUC is less reliable than PR-AUC.