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Visualizing complex feature interactions and feature sharing in genomic deep neural networks

BACKGROUND: Visualization tools for deep learning models typically focus on discovering key input features without considering how such low level features are combined in intermediate layers to make decisions. Moreover, many of these methods examine a network’s response to specific input examples th...

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Detalles Bibliográficos
Autores principales: Liu, Ge, Zeng, Haoyang, Gifford, David K.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6642501/
https://www.ncbi.nlm.nih.gov/pubmed/31324140
http://dx.doi.org/10.1186/s12859-019-2957-4