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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
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BMC Bioinformatics

ISSN: 1471-2105

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