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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：331/58  |  提交时间：2020/08/03
Resting-state fMRI  Generative adversarial networks (GAN)  Deep learning  Classification  Major depressive disorders  Schizophrenia  
Shared and distinct resting functional connectivity in children and adults with attention-deficit/hyperactivity disorder 期刊论文
TRANSLATIONAL PSYCHIATRY, 2020, 卷号: 10, 期号: 1, 页码: 12
作者:  Guo, Xiaojie;  Yao, Dongren;  Cao, Qingjiu;  Liu, Lu;  Zhao, Qihua;  Li, Hui;  Huang, Fang;  Wang, Yanfei;  Qian, Qiujin;  Wang, Yufeng;  Calhoun, Vince D.;  Johnstone, Stuart J.;  Sui, Jing;  Sun, Li
Adobe PDF(3974Kb)  |  收藏  |  浏览/下载：334/67  |  提交时间：2020/04/07
ADHD  Functional Connectivity  Feature Selection  
Complexity in mood disorder diagnosis: fMRI connectivity networks predicted medication-class of response in complex patients 期刊论文
ACTA PSYCHIATRICA SCANDINAVICA, 2018, 卷号: 138, 期号: 5, 页码: 472-482
作者:  Osuch, E.;  Gao, S.;  Wammes, M.;  Theberge, J.;  Willimason, P.;  Neufeld, R. J.;  Du, Y.;  Sui, J.;  Calhoun, V.
浏览  |  Adobe PDF(1446Kb)  |  收藏  |  浏览/下载：444/54  |  提交时间：2019/01/08
mood disorders  bipolar disorder  functional neuroimaging  machine learning  differential diagnosis  
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
作者:  Gao, Shuang;  Calhoun, Vince D.;  Sui, Jing
浏览  |  Adobe PDF(1954Kb)  |  收藏  |  浏览/下载：301/58  |  提交时间：2019/01/08
classification  machine learning  magnetic resonance imaging  major depressive disorder  review  
An ensemble learning system for a 4-way classification of Alzheimer's disease and mild cognitive impairment 期刊论文
JOURNAL OF NEUROSCIENCE METHODS, 2018, 卷号: 302, 期号: 1, 页码: 75-81
作者:  Yao, Dongren;  Calhoun, Vince D.;  Fu, Zening;  Du, Yuhui;  Sui, Jing
Adobe PDF(1034Kb)  |  收藏  |  浏览/下载：279/44  |  提交时间：2018/10/10
Multi-class Classification  Feature Selection  Alzheimer's Disease(Ad)  Mild Cognitive Impairment (Mci)  Structural Mri  Hierarchical Classification  Relative Importance  
Co-altered functional networks and brain structure in unmedicated patients with bipolar and major depressive disorders 期刊论文
BRAIN STRUCTURE & FUNCTION, 2017, 卷号: 222, 期号: 9, 页码: 4051-4064
作者:  He, Hao;  Sui, Jing;  Du, Yuhui;  Yu, Qingbao;  Lin, Dongdong;  Drevets, Wayne C.;  Savitz, Jonathan B.;  Yang, Jian;  Victor, Teresa A.;  Calhoun, Vince D.;  Sui Jing(隋婧);  Vince D. Calhoun
浏览  |  Adobe PDF(1476Kb)  |  收藏  |  浏览/下载：410/106  |  提交时间：2018/01/08
Bipolar Disorders  Major Depressive Disorder  Functional Network Connectivity  Gray Matter Density  Multimodal Fusion  Mcca Plus Jica  
Single subject prediction of brain disorders in neuroimaging: Promises and pitfalls 期刊论文
NEUROIMAGE, 2017, 卷号: 145, 页码: 137-165
作者:  Arbabshirani, Mohammad R.;  Plis, Sergey;  Sui, Jing;  Calhoun, Vince D.
Adobe PDF(2676Kb)  |  收藏  |  浏览/下载：429/105  |  提交时间：2017/02/14
Neuroimaging  Machine Learning  Classification  Brain Disorders  Prediction  
Discriminating Bipolar Disorder From Major Depression Based on SVM-FoBa: Efficient Feature Selection With Multimodal Brain Imaging Data 期刊论文
IEEE TRANSACTIONS ON AUTONOMOUS MENTAL DEVELOPMENT, 2015, 卷号: 7, 期号: 4, 页码: 320-331
作者:  Jie, Nan-Feng;  Zhu, Mao-Hu;  Ma, Xiao-Ying;  Osuch, Elizabeth A.;  Wammes, Michael;  Theberge, Jean;  Li, Huan-Dong;  Zhang, Yu;  Jiang, Tian-Zi;  Sui, Jing;  Calhoun, Vince D.
浏览  |  Adobe PDF(1662Kb)  |  收藏  |  浏览/下载：353/64  |  提交时间：2016/01/22
Bipolar Disorder  Classification  Feature Selection  Major Depression  Multimodal Fusion