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Brain imaging-based machine learning in autism spectrum disorder: methods and applications 期刊论文
JOURNAL OF NEUROSCIENCE METHODS, 2021, 卷号: 361, 页码: 14
作者:  Xu, Ming;  Calhoun, Vince;  Jiang, Rongtao;  Yan, Weizheng;  Sui, Jing
收藏  |  浏览/下载：275/0  |  提交时间：2021/11/02
Autism spectrum disorder (ASD)  Machine learning  Classification  Prediction  fMRI  sMRI  dMRI  
A Mutual Multi-Scale Triplet Graph Convolutional Network for Classification of Brain Disorders Using Functional or Structural Connectivity 期刊论文
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2021, 卷号: 40, 期号: 4, 页码: 1279-1289
作者:  Yao, Dongren;  Sui, Jing;  Wang, Mingliang;  Yang, Erkun;  Jiaerken, Yeerfan;  Luo, Na;  Yap, Pew-Thian;  Liu, Mingxia;  Shen, Dinggang
Adobe PDF(2425Kb)  |  收藏  |  浏览/下载：388/68  |  提交时间：2021/05/17
Functional magnetic resonance imaging  Convolution  Diseases  Fuses  Brain modeling  Neuroimaging  White matter  Brain connectivity  graph convolutional network  triplet  classification  
Meta-Modal Information Flow: A Method for Capturing Multimodal Modular Disconnectivity in Schizophrenia 期刊论文
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2020, 卷号: 67, 期号: 9, 页码: 2572-2584
作者:  Falakshahi, Haleh;  Vergara, Victor M.;  Liu, Jingyu;  Mathalon, Daniel H.;  Ford, Judith M.;  Voyvodic, James;  Mueller, Bryon A.;  Belger, Aysenil;  McEwen, Sarah;  Potkin, Steven G.;  Preda, Adrian;  Rokham, Hooman;  Sui, Jing;  Turner, Jessica A.;  Plis, Sergey;  Calhoun, Vince D.
收藏  |  浏览/下载：316/0  |  提交时间：2020/09/28
Functional magnetic resonance imaging  Diseases  Graphical models  Psychiatry  Correlation  Translational research  Connectivity  covariance matrix  data fusion  default mode network  dMRI  fMRI  GGM  graphical model  joint estimation  partial correlation  precision matrix  sMRI  
NR4A1 Methylation Associated Multimodal Neuroimaging Patterns Impaired in Temporal Lobe Epilepsy 期刊论文
FRONTIERS IN NEUROSCIENCE, 2020, 卷号: 14, 期号: 727, 页码: 10
作者:  Zhi, Dongmei;  Wu, Wenyue;  Xiao, Bo;  Qi, Shile;  Jiang, Rongtao;  Yang, Xingdong;  Yang, Jian;  Xiao, Wenbiao;  Liu, Chaorong;  Long, Hongyu;  Calhoun, Vince D.;  Long, Lili;  Sui, Jing
Adobe PDF(13713Kb)  |  收藏  |  浏览/下载：310/49  |  提交时间：2020/09/07
temporal lobe epilepsy  multimodal fusion  functional connectivity  fractional anisotropy  gray matter volume  
Predicting Individualized Clinical Measures by a Generalized Prediction Framework and Multimodal Fusion of MRI Data 期刊论文
NEUROIMAGE, 2017, 期号: 145, 页码: 218-229
作者:  Meng, Xing;  Jiang, Rongtao;  Lin, Dongdong;  Bustillo, Juan;  Jones, Thomas;  Chen, Jiayu;  Yu, Qingbao;  Du, Yuhui;  Zhang, Yu;  Jiang, Tianzi;  Sui, Jing;  Calhoun, Vince D.
浏览  |  Adobe PDF(1031Kb)  |  收藏  |  浏览/下载：263/89  |  提交时间：2020/06/15
Individualized prediction  Multimodal  MATRICS Consensus Cognitive Battery (MCCB)  Schizophrenia  MRI  Neuromarker  
Age-related structural and functional variations in 5,967 individuals across the adult lifespan 期刊论文
Human Brain Mapping, 2020, 卷号: 41, 期号: 7, 页码: 1725-1737
作者:  Luo, Na;  Sui, Jing;  Anees Abrol;  Lin, Dongdong;  Chen, Jiayu;  Victor M. Vergara;  Fu, Zening;  Du, Yuhui;  Eswar Damaraju;  Xu, Yong;  Jessica A. Turner;  Vince D. Calhoun
浏览  |  Adobe PDF(3996Kb)  |  收藏  |  浏览/下载：437/166  |  提交时间：2020/01/14
adult lifespan, age-related variations, functional network connectivity, independent component analysis, multivariate linear regression model, structural network correlation  
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：354/0  |  提交时间：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
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：468/103  |  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  
Multimodal Fusion With Reference: Searching for Joint Neuromarkers of Working Memory Deficits in Schizophrenia 期刊论文
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2018, 卷号: 37, 期号: 1, 页码: 93-105
作者:  Qi, Shile;  Calhoun, Vince D.;  van Erp, Theo G. M.;  Bustillo, Juan;  Damaraju, Eswar;  Turner, Jessica A.;  Du, Yuhui;  Yang, Jian;  Chen, Jiayu;  Yu, Qingbao;  Mathalon, Daniel H.;  Ford, Judith M.;  Voyvodic, James;  Mueller, Bryon A.;  Belger, Aysenil;  McEwen, Sarah;  Potkin, Steven G.;  Preda, Adrian;  Jiang, Tianzi;  Sui, Jing
收藏  |  浏览/下载：310/0  |  提交时间：2018/03/09
Multimodal Fusion With Reference  Mccar  Supervised Learning  Schizophrenia  Working Memory  Ica  Mccb  Cminds  
Discriminating Bipolar Disorder from Major Depression Using Whole-Brain Functional Connectivity: A Feature Selection Analysis with Svm-Foba Algorithm 会议论文
, Boston, MA, USA, 2015/9/17-20
作者:  Nanfeng Jie;  Elizabeth A Osuch;  Maohu Xiao;  Xiaoying Ma;  Michael Wammes;  Tianzi Jiang;  Sui Jing(隋婧);  Vince D Calhoun
收藏  |  浏览/下载：130/0  |  提交时间：2018/03/09
Feature Selection  Svm-foba  Bipolar Disorder  Major Depression Disorder  Functional Connectivity