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Functional network connectivity (FNC)-based generative adversarial network (GAN) and its applications in classification of mental disorders 期刊论文
JOURNAL OF NEUROSCIENCE METHODS, 2020, 卷号: 341, 期号: 108756, 页码: 10
作者:  Zhao, Jianlong;  Huang, Jinjie;  Zhi, Dongmei;  Yan, Weizheng;  Ma, Xiaohong;  Yang, Xiao;  Li, Xianbin;  Ke, Qing;  Jiang, Tianzi;  Calhoun, Vince D.;  Sui, Jing
Adobe PDF(5325Kb)  |  收藏  |  浏览/下载：355/59  |  提交时间：2020/08/03
Resting-state fMRI  Generative adversarial networks (GAN)  Deep learning  Classification  Major depressive disorders  Schizophrenia  
The relevance of transdiagnostic shared networks to the severity of symptoms and cognitive deficits in schizophrenia: a multimodal brain imaging fusion study 期刊论文
TRANSLATIONAL PSYCHIATRY, 2020, 卷号: 10, 期号: 1, 页码: 10
作者:  Qi, Shile;  Bustillo, Juan;  Turner, Jessica A.;  Jiang, Rongtao;  Zhi, Dongmei;  Fu, Zening;  Deramus, Thomas P.;  Vergara, Victor;  Ma, Xiaohong;  Yang, Xiao;  Stevens, Mike;  Zhuo, Chuanjun;  Xu, Yong;  Calhoun, Vince D.;  Sui, Jing
Adobe PDF(2715Kb)  |  收藏  |  浏览/下载：363/56  |  提交时间：2020/06/22
schizophrenia  multimodal fusion  
Electroconvulsive therapy treatment responsive multimodal brain networks 期刊论文
HUMAN BRAIN MAPPING, 2020, 卷号: 41, 期号: 7, 页码: 11
作者:  Qi, Shile;  Abbott, Christopher C.;  Narr, Katherine L.;  Jiang, Rongtao;  Upston, Joel;  McClintock, Shawn M.;  Espinoza, Randall;  Jones, Tom;  Zhi, Dongmei;  Sun, Hailun;  Yang, Xiao;  Sui, Jing;  Calhoun, Vince D.
Adobe PDF(3505Kb)  |  收藏  |  浏览/下载：324/21  |  提交时间：2020/03/30
depressive episodes  electroconvulsive therapy  multimodal fusion  treatment response  
Parallel group ICA plus ICA: Joint estimation of linked functional network variability and structural covariation with application to schizophrenia 期刊论文
HUMAN BRAIN MAPPING, 2019, 卷号: 40, 期号: 13, 页码: 3795-3809
作者:  Qi, Shile;  Sui, Jing;  Chen, Jiayu;  Liu, Jingyu;  Jiang, Rongtao;  Silva, Rogers;  Iraji, Armin;  Damaraju, Eswar;  Salman, Mustafa;  Lin, Dongdong;  Fu, Zening;  Zhi, Dongmei;  Turner, Jessica A.;  Bustillo, Juan;  Ford, Judith M.;  Mathalon, Daniel H.;  Voyvodic, James;  McEwen, Sarah;  Preda, Adrian;  Belger, Aysenil;  Potkin, Steven G.;  Mueller, Bryon A.;  Adali, Tulay;  Calhoun, Vince D.
Adobe PDF(6363Kb)  |  收藏  |  浏览/下载：358/0  |  提交时间：2019/12/16
group independent component analysis  multimodal fusion  parallel independent component analysis  schizophrenia  subjects' variability  temporal information  
Brain function, structure and genomic data are linked but show different sensitivity to duration of illness and disease stage in schizophrenia 期刊论文
NEUROIMAGE-CLINICAL, 2019, 卷号: 23, 期号: 2019, 页码: 9
作者:  Luo, Na;  Tian, Lin;  Calhoun, Vince D.;  Chen, Jiayu;  Lin, Dongdong;  Vergara, Victor M.;  Rao, Shuquan;  Yang, Jian;  Zhuo, Chuanjun;  Xu, Yong;  Turner, Jessica A.;  Zhang, Fuquan;  Sui, Jing
浏览  |  Adobe PDF(2305Kb)  |  收藏  |  浏览/下载：468/126  |  提交时间：2019/12/16
Multimodal fusion  SNP-FC-GM  Schizophrenia stages  Sensitivity  Duration of illness  ICA  
Discriminating schizophrenia using recurrent neural network applied on time courses of multi-site FMRI data 期刊论文
EBIOMEDICINE, 2019, 卷号: 47, 页码: 543-552
作者:  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
Adobe PDF(2166Kb)  |  收藏  |  浏览/下载：387/63  |  提交时间：2019/12/16
Recurrent neural network (RNN)  Schizophrenia  Multi-site classification  fMRI  Striatum  Cerebellum  Deep learning