Ontology highlight
ABSTRACT:
SUBMITTER: Bazgir O
PROVIDER: S-EPMC7463019 | biostudies-literature | 2020 Sep
REPOSITORIES: biostudies-literature
Bazgir Omid O Zhang Ruibo R Dhruba Saugato Rahman SR Rahman Raziur R Ghosh Souparno S Pal Ranadip R
Nature communications 20200901 1
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 as Images with NEighborhood Dependencies) to arrange high-dimensional vectors in a compact image form conducible for CNN-based deep learning. We consider the similarities between features to generate ...[more]