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Table 9 Results of different machine learning methods

From: A neural network-based method for polypharmacy side effects prediction

Method AUROC AUPRC Running time
NNPS 0.966 0.953 8 h, 40 min
LassoCV 0.930 0.917 11 h, 30 min
SVM 0.871 0.813 1 day
Random forest 0.797 0.742 1 h, 30 min
KNN 0.746 0.692 12 h
  1. Bold numbers show the best performance for each criteria