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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
Authors:  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.
Favorite  |  View/Download:13/0  |  Submit date:2019/12/16
group independent component analysis  multimodal fusion  parallel independent component analysis  schizophrenia  subjects' variability  temporal information  
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
Authors:  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
View  |  Adobe PDF(1469Kb)  |  Favorite  |  View/Download:47/5  |  Submit date:2019/07/12
multimodal fusion  resting-state fMRI  schizophrenia  auditory hallucination  functional network connectivity (FNC)  structural MRI  diffusion MRI  MCCA plus jICA  
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
Authors:  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
View  |  Adobe PDF(2305Kb)  |  Favorite  |  View/Download:17/4  |  Submit date:2019/12/16
Multimodal fusion  SNP-FC-GM  Schizophrenia stages  Sensitivity  Duration of illness  ICA  
Connectome-based individualized prediction of temperament trait scores 期刊论文
NEUROIMAGE, 2018, 卷号: 183, 页码: 366-374
Authors:  Jiang, Rongtao;  Calhoun, Vince D.;  Zuo, Nianming;  Lin, Dongdong;  Li, Jin;  Fan, Lingzhong;  Qi, Shile;  Sun, Hailun;  Fu, Zening;  Song, Ming;  Jiang, Tianzi;  Sui, Jing
Favorite  |  View/Download:56/0  |  Submit date:2019/01/08
Individualized prediction  Temperament traits  Functional connectivity  Reward processing  Temperament and character inventory (TCI)  
Machine learning in major depression: From classification to treatment outcome prediction 期刊论文
CNS NEUROSCIENCE & THERAPEUTICS, 2018, 卷号: 24, 期号: 11, 页码: 1037-1052
Authors:  Gao, Shuang;  Calhoun, Vince D.;  Sui, Jing
View  |  Adobe PDF(1954Kb)  |  Favorite  |  View/Download:54/12  |  Submit date:2019/01/08
classification  machine learning  magnetic resonance imaging  major depressive disorder  review  
Model order effects on ICA of resting-state complex-valued fMRI data: Application to schizophrenia 期刊论文
JOURNAL OF NEUROSCIENCE METHODS, 2018, 卷号: 304, 页码: 24-38
Authors:  Kuang, Li-Dan;  Lin, Qiu-Hua;  Gong, Xiao-Feng;  Cong, Fengyu;  Sui, Jing;  Calhoun, Vince D.
Favorite  |  View/Download:45/0  |  Submit date:2018/10/10
Independent component analysis (ICA)  Complex-valued fMRI data  Model order  Component splitting  Phase data  Schizophrenia