Semi-Supervised Hierarchical Drug Embedding in Hyperbolic Space

• Main Authors: Yu, Ke, Visweswaran, Shyam, Batmanghelich, Kayhan
• Format: Journal Article
• Language: English
• Published: 01.06.2020
• Subjects: Computer Science - Learning; Quantitative Biology - Molecular Networks; Quantitative Biology - Quantitative Methods; Statistics - Machine Learning

Learning accurate drug representation is essential for tasks such as computational drug repositioning and prediction of drug side-effects. A drug hierarchy is a valuable source that encodes human knowledge of drug relations in a tree-like structure where drugs that act on the same organs, treat the...