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- W2980813077 abstract "In biomedical applications of machine learning, relevant information often has a rich structure that is not easily encoded as real-valued predictors. Examples of such data include DNA or RNA sequences, gene sets or pathways, gene interaction or coexpression networks, ontologies, and phylogenetic trees. We highlight recent examples of machine learning models that use structure to constrain model architecture or incorporate structured data into model training. For machine learning in biomedicine, where sample size is limited and model interpretability is critical, incorporating prior knowledge in the form of structured data can be particularly useful. The area of research would benefit from performant open source implementations and independent benchmarking efforts." @default.
- W2980813077 created "2019-10-25" @default.
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- W2980813077 date "2019-10-15" @default.
- W2980813077 modified "2023-09-27" @default.
- W2980813077 title "Incorporating biological structure into machine learning models in biomedicine" @default.
- W2980813077 hasPublicationYear "2019" @default.
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