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Neural networks with circular filters enable data efficient inference of sequence motifs

MOTIVATION: Nucleic acids and proteins often have localized sequence motifs that enable highly specific interactions. Due to the biological relevance of sequence motifs, numerous inference methods have been developed. Recently, convolutional neural networks (CNNs) have achieved state of the art perf...

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Detalles Bibliográficos
Autores principales: Blum, Christopher F, Kollmann, Markus
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6792110/
https://www.ncbi.nlm.nih.gov/pubmed/30918943
http://dx.doi.org/10.1093/bioinformatics/btz194