Visualizing complex feature interactions and feature sharing in genomic deep neural networks.
Ge LiuHaoyang ZengDavid Kenneth GiffordPublished in: BMC bioinformatics (2019)
DeepResolve is capable of visualizing complex feature contribution patterns and feature interactions that contribute to decision making in genomic deep convolutional networks. It also recovers feature sharing and class similarities which suggest interesting biological mechanisms. DeepResolve is compatible with existing visualization tools and provides complementary insights.