Performance comparison of target prediction approaches. A) and C) refer to the dataset compiled by Stark et al. ). B) and D) refer to the dataset compiled by Kertesz . A) and B) show the ROC curves of the tested approaches, C) and D) the AUC values. The gray line indicates the performance of random guessing.