Discriminating schizophrenia using recurrent neural network applied on time courses of multi-site FMRI data

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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Detalles Bibliográficos
Autores principales: Yan, Weizheng, Calhoun, Vince, Song, Ming, Cui, Yue, Yan, Hao, Liu, Shengfeng, Fan, Lingzhong, Zuo, Nianming, Yang, Zhengyi, Xu, Kaibin, Yan, Jun, Lv, Luxian, Chen, Jun, Chen, Yunchun, Guo, Hua, Li, Peng, Lu, Lin, Wan, Ping, Wang, Huaning, Wang, Huiling, Yang, Yongfeng, Zhang, Hongxing, Zhang, Dai, Jiang, Tianzi, Sui, Jing
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2019
Materias:
Research paper
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6796503/
https://www.ncbi.nlm.nih.gov/pubmed/31420302
http://dx.doi.org/10.1016/j.ebiom.2019.08.023

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