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Mapping relationships among schizophrenia, bipolar and schizoaffective disorders: A deep classification and clustering framework using fMRI time series 期刊论文
SCHIZOPHRENIA RESEARCH, 2022, 卷号: 245, 页码: 141-150
作者:  Yan, Weizheng;  Zhao, Min;  Fu, Zening;  Pearlson, Godfrey D.;  Sui, Jing;  Calhoun, Vince D.
收藏  |  浏览/下载：199/0  |  提交时间：2022/07/25
Deep learning  FMRI  Schizophrenia  Bipolar disorder  Schizoaffective disorder  
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：329/58  |  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
浏览  |  Adobe PDF(2715Kb)  |  收藏  |  浏览/下载：321/53  |  提交时间：2020/06/22
schizophrenia  multimodal fusion  
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：330/0  |  提交时间：2019/12/16
group independent component analysis  multimodal fusion  parallel independent component analysis  schizophrenia  subjects' variability  temporal information  
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：364/63  |  提交时间：2019/12/16
Recurrent neural network (RNN)  Schizophrenia  Multi-site classification  fMRI  Striatum  Cerebellum  Deep learning  
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：438/123  |  提交时间：2019/12/16
Multimodal fusion  SNP-FC-GM  Schizophrenia stages  Sensitivity  Duration of illness  ICA