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EvoAug: improving generalization and interpretability of genomic deep neural networks with evolution-inspired data augmentations
Deep neural networks (DNNs) hold promise for functional genomics prediction, but their generalization capability may be limited by the amount of available data. To address this, we propose EvoAug, a suite of evolution-inspired augmentations that enhance the training of genomic DNNs by increasing gen...
| Autores principales: | , , , |
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| Formato: | Online Artículo Texto |
| Lenguaje: | English |
| Publicado: |
BioMed Central
2023
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| Materias: | |
| Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10161416/ https://www.ncbi.nlm.nih.gov/pubmed/37143118 http://dx.doi.org/10.1186/s13059-023-02941-w |