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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：384/0  |  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：502/132  |  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：427/69  |  提交时间：2019/12/16
Recurrent neural network (RNN)  Schizophrenia  Multi-site classification  fMRI  Striatum  Cerebellum  Deep learning  
Linked 4-Way Multimodal Brain Differences in Schizophrenia in a Large Chinese Han Population 期刊论文
SCHIZOPHRENIA BULLETIN, 2019, 卷号: 45, 期号: 2, 页码: 436-449
作者:  Liu, Shengfeng;  Wang, Haiying;  Song, Ming;  Lv, Luxian;  Cui, Yue;  Liu, Yong;  Fan, Lingzhong;  Zuo, Nianming;  Xu, Kaibin;  Du, Yuhui;  Yu, Qingbao;  Luo, Na;  Qi, Shile;  Yang, Jian;  Xie, Sangma;  Li, Jian;  Chen, Jun;  Chen, Yunchun;  Wang, Huaning;  Guo, Hua;  Wan, Ping;  Yang, Yongfeng;  Li, Peng;  Lu, Lin;  Yan, Hao;  Yan, Jun;  Wang, Huiling;  Zhang, Hongxing;  Zhang, Dai;  Calhoun, Vince D.;  Jiang, Tianzi;  Sui, Jing
浏览  |  Adobe PDF(1469Kb)  |  收藏  |  浏览/下载：510/106  |  提交时间：2019/07/12
multimodal fusion  resting-state fMRI  schizophrenia  auditory hallucination  functional network connectivity (FNC)  structural MRI  diffusion MRI  MCCA plus jICA  
脑电情绪识别中跨被试迁移学习方法研究 学位论文
, 中国科学院自动化研究所: 中国科学院自动化研究所, 2019
作者:  李劲鹏
Adobe PDF(4425Kb)  |  收藏  |  浏览/下载：901/19  |  提交时间：2019/06/19
脑-机接口，情绪识别，深度学习，迁移学习，领域自适应，对抗训练  
MIR137 polygenic risk is associated with schizophrenia and affects functional connectivity of the dorsolateral prefrontal cortex 期刊论文
Psychological Medicine, 2019, 期号: 无, 页码: 无
作者:  Liu Shu;  Li Ang;  Liu Yong;  Li Jin;  Wang Meng;  Sun Yuqing;  Qin Wen;  Yu Chunshui;  Jiang Tianzi;  Liu Bing
浏览  |  Adobe PDF(850Kb)  |  收藏  |  浏览/下载：375/127  |  提交时间：2019/06/18
Dorsolateral Prefrontal Cortex  Functional Connectivity  Microrna-137  Polygenic Risk Score  Schizophrenia  
Polygenic effects of schizophrenia on hippocampal grey matter volume and hippocampus–medial prefrontal cortex functional connectivity 期刊论文
The British Journal of Psychiatry, 2019, 期号: 2019, 页码: 1-8
作者:  Liu Shu;  Li Ang;  Liu Yong;  Yan Hao;  Wang Meng;  Sun Yuqing;  Fan Lingzhong;  Song Ming;  Xu Kaibin;  Chen Jun;  Chen Yunchun;  Wang Huaning;  Guo Hua;  Wan Ping;  Lv Luxian;  Yang Yongfeng;  Li Peng;  Lu Lin;  Yan Jun;  Wang Huiling;  Zhang Hongxing;  Wu Huawang;  Ning Yuping;  Zhang Dai;  Jiang Tianzi;  Liu Bing
浏览  |  Adobe PDF(1844Kb)  |  收藏  |  浏览/下载：400/98  |  提交时间：2019/06/18
Schizophrenia  Polygenic Risk Score  Hippocampus  Rey Matter Volume  Functional Connectivity