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Representation learning of genomic sequence motifs with convolutional neural networks

Although convolutional neural networks (CNNs) have been applied to a variety of computational genomics problems, there remains a large gap in our understanding of how they build representations of regulatory genomic sequences. Here we perform systematic experiments on synthetic sequences to reveal h...

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Detalles Bibliográficos
Autores principales: Koo, Peter K., Eddy, Sean R.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6941814/
https://www.ncbi.nlm.nih.gov/pubmed/31856220
http://dx.doi.org/10.1371/journal.pcbi.1007560