Simvec: predicting polypharmacy side effects for new drugs

HIGHLIGHTS

• who: Nina Lukashina from the (UNIVERSITY) have published the Article: SimVec: predicting polypharmacy side effects for new drugs, in the Journal: (JOURNAL)
• what: The authors propose a new method SimVec that solves this problem by enhancing the KG structure with a structure-aware node initialization and weighted drug similarity edges. The authors examine the problem of negative relations generation and show that the cachebased approach works best for tasks. The authors use a preprocessed dataset, provided within the Decagon paper . The authors report the averaged ROC AUC and AUC PR scores, as reported.
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