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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  
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, 期号: ****, 页码: ***
作者:  Yao, Dongren;  Vince, D. Calhoun;  Fu, Zening;  Du, Yuhui;  Sui, Jing
Adobe PDF(1034Kb)  |  收藏  |  浏览/下载：328/46  |  提交时间：2018/03/23
Multi-class Classification  Feature Selection  Alzheimer’s Disease(Ad)  Mild Cognitive Impairment (Mci)  Structural Mri  Hierarchical Classification  Relative Importance  
Inter and intra-hemispheric structural imaging markers predict depression relapse after electroconvulsive therapy: a multisite study 期刊论文
TRANSLATIONAL PSYCHIATRY, 2017, 卷号: 7, 期号: 12, 页码: 1270
作者:  Wade, Benjamin S. C.;  Sui, Jing;  Hellemann, Gerhard;  Leaver, Amber M.;  Espinoza, Randall T.;  Woods, Roger P.;  Abbott, Christopher C.;  Joshi, Shantanu H.;  Narr, Katherine L.
浏览  |  Adobe PDF(783Kb)  |  收藏  |  浏览/下载：384/70  |  提交时间：2018/01/08
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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：428/105  |  提交时间：2017/02/14
Neuroimaging  Machine Learning  Classification  Brain Disorders  Prediction  
Discriminating Bipolar Disorder from Major Depression using 期刊论文
Journal of Signal Processing Systems, 2016, 期号: 2016, 页码: 1-13
作者:  Nanfeng Jie;  Elizabeth A. Osuch;  Maohu Zhu;  Michael Wammes;  Xiaoying Ma;  Tianzi Jiang;  Sui Jing(隋婧);  Vince D. Calhoun
浏览  |  Adobe PDF(1305Kb)  |  收藏  |  浏览/下载：350/126  |  提交时间：2018/01/08
Feature Selection Svm-foba Bipolar Disorder Major Depression Disorder Functional Connectivity  
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.
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