Article
Sparse deep neural networks on imaging genetics for schizophrenia case-control classification.
Human brain mapping - 1 Jun 2021
Chen Jiayu, Li Xiang, Calhoun Vince D, Turner Jessica A, van Erp Theo G M, Wang Lei, Andreassen Ole A, Agartz Ingrid, Westlye Lars T, Jönsson Erik, Ford Judith M, Mathalon Daniel H, Macciardi Fabio, O'Leary Daniel S, Liu Jingyu, Ji Shihao
Abstract excerpt
Deep learning methods hold strong promise for identifying biomarkers for clinical application. However, current approaches for psychiatric classification or prediction do not allow direct interpretation of original features. In the present study, we introduce a sparse deep neural network (DNN) approach to identify sparse and interpretable features for schizophrenia (SZ) case-control classification. An L0 -norm...
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