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Representation of features as images with neighborhood dependencies for compatibility with convolutional neural networks

Deep learning with Convolutional Neural Networks has shown great promise in image-based classification and enhancement but is often unsuitable for predictive modeling using features without spatial correlations. We present a feature representation approach termed REFINED (REpresentation of Features...

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Foilsithe in:Nat Commun
Main Authors: Bazgir, Omid, Zhang, Ruibo, Dhruba, Saugato Rahman, Rahman, Raziur, Ghosh, Souparno, Pal, Ranadip
Formáid: Artigo
Teanga:Inglês
Foilsithe: Nature Publishing Group UK 2020
Ábhair:
Rochtain Ar Líne:https://ncbi.nlm.nih.gov/pmc/articles/PMC7463019/
https://ncbi.nlm.nih.gov/pubmed/32873806
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1038/s41467-020-18197-y
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