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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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Bibliografiske detaljer
Udgivet i:PLoS Comput Biol
Main Authors: Koo, Peter K., Eddy, Sean R.
Format: Artigo
Sprog:Inglês
Udgivet: Public Library of Science 2019
Fag:
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC6941814/
https://ncbi.nlm.nih.gov/pubmed/31856220
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1371/journal.pcbi.1007560
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