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面向精神疾病分类诊断的磁共振影像机器学习算法研究 学位论文
, 中国科学院自动化研究所: 中国科学院自动化研究所, 2021
Authors:  姚东任
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脑影像  连接网路  特征选择  图卷积  
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
Authors:  Yao, Dongren;  Sui, Jing;  Wang, Mingliang;  Yang, Erkun;  Jiaerken, Yeerfan;  Luo, Na;  Yap, Pew-Thian;  Liu, Mingxia;  Shen, Dinggang
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Functional magnetic resonance imaging  Convolution  Diseases  Fuses  Brain modeling  Neuroimaging  White matter  Brain connectivity  graph convolutional network  triplet  classification  
Diagnostic Classification for Human Autism and Obsessive-Compulsive Disorder Based on Machine Learning From a Primate Genetic Model 期刊论文
AMERICAN JOURNAL OF PSYCHIATRY, 2021, 卷号: 178, 期号: 1, 页码: 65-76
Authors:  Zhan, Yafeng;  Wei, Jianze;  Liang, Jian;  Xu, Xiu;  He, Ran;  Robbins, Trevor W.;  Wang, Zheng
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重度抑郁症及其无抽搐电休克治疗的大脑结构和功能研究 学位论文
, 中国科学院自动化研究所: 中国科学院大学, 2020
Authors:  汪胜佩
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磁共振成像,重度抑郁症,无抽搐电休克治疗,大脑结构和功能可塑性, 多层图论关键词  
基于多中心功能磁共振影像的精神分裂症脑连接研究 学位论文
工学硕士, 北京: 中国科学院大学, 2020
Authors:  徐凯彬
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精神分裂症  功能磁共振  功能连接  分类  批处理  
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
Authors:  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)  |  Favorite  |  View/Download:68/0  |  Submit date:2020/08/03
Resting-state fMRI  Generative adversarial networks (GAN)  Deep learning  Classification  Major depressive disorders  Schizophrenia  
基于多模态脑影像的个体指标预测方法及其临床应用 学位论文
工学博士, 中国科学院自动化研究所: 中国科学院大学, 2020
Authors:  姜荣涛
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磁共振影像  脑功能连接  个体化预测  抑郁症  回归分析  
基于多组学数据的精神分裂症生物标记研究 学位论文
工学博士, 中国科学院自动化研究所: 中国科学院自动化研究所, 2020
Authors:  李昂
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精神分裂症  抗精神病药物  纹状体  精准诊疗  多巴胺  多基因风险  
A neuroimaging biomarker for striatal dysfunction in schizophrenia 期刊论文
NATURE MEDICINE, 2020, 卷号: 26, 期号: 26, 页码: 27
Authors:  Li, Ang;  Zalesky, Andrew;  Yue, Weihua;  Howes, Oliver;  Yan, Hao;  Liu, Yong;  Fan, Lingzhong;  Whitaker, Kirstie J.;  Xu, Kaibin;  Rao, Guangxiang;  Li, Jin;  Liu, Shu;  Wang, Meng;  Sun, Yuqing;  Song, Ming;  Li, Peng;  Chen, Jun;  Chen, Yunchun;  Wang, Huaning;  Liu, Wenming;  Li, Zhigang;  Yang, Yongfeng;  Guo, Hua;  Wan, Ping;  Lv, Luxian;  Lu, Lin;  Yan, Jun;  Song, Yuqing;  Wang, Huiling;  Zhang, Hongxing;  Wu, Huawang;  Ning, Yuping;  Du, Yuhui;  Cheng, Yuqi;  Xu, Jian;  Xu, Xiufeng;  Zhang, Dai;  Wang, Xiaoqun;  Jiang, Tianzi;  Liu, Bing
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TREATMENT-RESISTANT SCHIZOPHRENIA,RESTING-STATE FMRI,FUNCTIONAL CONNECTIVITY,DOPAMINE HYPOTHESIS,GENE-EXPRESSION,NETWORK  
Neuroimaging-based Individualized Prediction of Cognition and Behavior for Mental Disorders and Health: Methods and Promises 期刊论文
BIOLOGICAL PSYCHIATRY, 2020, 期号: NA, 页码: 1-11
Authors:  Sui, Jing;  Jiang, Rongtao;  Bustillo, Juan;  Calhoun, Vince D.
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Biomarker  Cognition  Individualized prediction  Mental disorder  Multivariate analyses  Regression