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Improving representations of genomic sequence motifs in convolutional networks with exponential activations

Deep convolutional neural networks (CNNs) trained on regulatory genomic sequences tend to build representations in a distributed manner, making it a challenge to extract learned features that are biologically meaningful, such as sequence motifs. Here we perform a comprehensive analysis on synthetic...

Deskribapen osoa

Gorde:
Xehetasun bibliografikoak
Argitaratua izan da:Nat Mach Intell
Egile Nagusiak: Koo, Peter K., Ploenzke, Matt
Formatua: Artigo
Hizkuntza:Inglês
Argitaratua: 2021
Gaiak:
Sarrera elektronikoa:https://ncbi.nlm.nih.gov/pmc/articles/PMC8315445/
https://ncbi.nlm.nih.gov/pubmed/34322657
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1038/s42256-020-00291-x
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