Discriminating schizophrenia using recurrent neural network applied on time courses of multi-site FMRI dataResearch in context

Discriminating schizophrenia using recurrent neural network applied on time courses of multi-site FMRI dataResearch in context

Background: Current fMRI-based classification approaches mostly use functional connectivity or spatial maps as input, instead of exploring the dynamic time courses directly, which does not leverage the full temporal information. Methods: Motivated by the ability of recurrent neural networks (RNN) in...

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Bibliographic Details
Main Authors: Weizheng Yan, Vince Calhoun, Ming Song, Yue Cui, Hao Yan, Shengfeng Liu, Lingzhong Fan, Nianming Zuo, Zhengyi Yang, Kaibin Xu, Jun Yan, Luxian Lv, Jun Chen, Yunchun Chen, Hua Guo, Peng Li, Lin Lu, Ping Wan, Huaning Wang, Huiling Wang, Yongfeng Yang, Hongxing Zhang, Dai Zhang, Tianzi Jiang, Jing Sui
Format: Article
Language:English
Published: Elsevier 2019-09-01
Series:EBioMedicine
Online Access:http://www.sciencedirect.com/science/article/pii/S2352396419305456

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