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An attention-based hybrid deep learning framework integrating brain connectivity and activity of resting-state functional MRI data 期刊论文
Medical Image Analysis, 2022, 页码: 102413
作者:  Miin Zhao;  Weizheng Yan;  Na Luo;  Dongmei Zhi;  Zening Fu;  Yuhui Du;  Shan Yu;  Tianzi Jiang;  Vince D. Calhoun;  Jing Sui
Adobe PDF(3010Kb)  |  收藏  |  浏览/下载：23/10  |  提交时间：2024/06/17
An attention-based hybrid deep learning framework integrating temporal coherence and dynamics for discriminating schizophrenia 会议论文
, France, April 13-16, 2021
作者:  Min Zhao;  Weizheng Yan;  Dongmei Zhi;  Rongtao Jiang;  Yujin Zhang;  Tianzi Jiang;  Vince D Calhoun;  Jing Sui
Adobe PDF(687Kb)  |  收藏  |  浏览/下载：21/6  |  提交时间：2024/06/17
A Cross-Feature Mutual Learning Framework to Integrate Functional Connectivity and Activity for Brain Disorder Classification 会议论文
, USA, July 15-19, 2024
作者:  Min Zhao;  Rongtao Xu;  Dongmei Zhi;  Shan Yu;  Vince D Calhoun;  Jing Sui
Adobe PDF(2565Kb)  |  收藏  |  浏览/下载：19/6  |  提交时间：2024/06/17
Personalized functional network mapping for autism spectrum disorder and attention-deficit/hyperactivity disorder 期刊论文
TRANSLATIONAL PSYCHIATRY, 2024, 卷号: 14, 期号: 1, 页码: 11
作者:  Zhang, Jiang;  Zhang, Zhiwei;  Sun, Hui;  Ma, Yingzi;  Yang, Jia;  Chen, Kexuan;  Yu, Xiaohui;  Qin, Tianwei;  Zhao, Tianyu;  Zhang, Jingyue;  Chu, Congying;  Wang, Jiaojian
收藏  |  浏览/下载：62/0  |  提交时间：2024/03/26
Mapping relationships among schizophrenia, bipolar and schizoaffective disorders: A deep classification and clustering framework using fMRI time series 期刊论文
SCHIZOPHRENIA RESEARCH, 2022, 卷号: 245, 页码: 141-150
作者:  Yan, Weizheng;  Zhao, Min;  Fu, Zening;  Pearlson, Godfrey D.;  Sui, Jing;  Calhoun, Vince D.
Adobe PDF(2729Kb)  |  收藏  |  浏览/下载：258/3  |  提交时间：2022/07/25
Deep learning  FMRI  Schizophrenia  Bipolar disorder  Schizoaffective disorder  
Multimodal brain deficits shared in early-onset and adult-onset schizophrenia predict positive symptoms regardless of illness stage 期刊论文
HUMAN BRAIN MAPPING, 2022, 页码: 12
作者:  Feng, Aichen;  Luo, Na;  Zhao, Wentao;  Calhoun, Vince D.;  Jiang, Rongtao;  Zhi, Dongmei;  Shi, Weiyang;  Jiang, Tianzi;  Yu, Shan;  Xu, Yong;  Liu, Sha;  Sui, Jing
收藏  |  浏览/下载：301/0  |  提交时间：2022/06/10
early-onset schizophrenia (EOS)  MRI  multimodal fusion  PANSS  symptom prediction  
Abnormal Dynamic Functional Network Connectivity Estimated from Default Mode Network Predicts Symptom Severity in Major Depressive Disorder 期刊论文
BRAIN CONNECTIVITY, 2021, 卷号: 11, 期号: 10, 页码: 838-849
作者:  Sendi, Mohammad S. E.;  Zendehrouh, Elaheh;  Sui, Jing;  Fu, Zening;  Zhi, Dongmei;  Lv, Luxian;  Ma, Xiaohong;  Ke, Qing;  Li, Xianbin;  Wang, Chuanyue;  Abbott, Christopher C.;  Turner, Jessica A.;  Miller, Robyn L.;  Calhoun, Vince D.
收藏  |  浏览/下载：280/0  |  提交时间：2022/06/06
default mode network  dynamic functional network connectivity  machine learning  major depressive disorder  resting-state functional magnetic resonance imaging  
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: 109271
作者:  Xu, Ming;  Calhoun, Vince;  Jiang, Rongtao;  Yan, Weizheng;  Sui, Jing
Adobe PDF(5520Kb)  |  收藏  |  浏览/下载：310/2  |  提交时间：2021/11/02
Autism spectrum disorder (ASD)  Machine learning  Classification  Prediction  fMRI  sMRI  dMRI  
Abnormal dynamic functional network connectivity and graph theoretical analysis in major depressive disorder 会议论文
, Honolulu, 2018/07/17
作者:  Zhi DM(支冬梅)
Adobe PDF(2304Kb)  |  收藏  |  浏览/下载：169/58  |  提交时间：2021/06/28
Major depressive disorder, dynamic functional network connectivity  
基于功能磁共振脑影像的抑郁症影像学标志物研究 学位论文
, 中国科学院自动化研究所智能化大厦 3 层第四会议室: 中国科学院自动化研究所, 2021
作者:  支冬梅
Adobe PDF(6413Kb)  |  收藏  |  浏览/下载：336/6  |  提交时间：2021/06/24
抑郁症，动态功能网络连接，多模态融合，深度学习，亚型识别，分类