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基于Transformer与迁移学习的神经精神疾病分类研究 学位论文
工学硕士, 中国科学院自动化研究所: 中国科学院自动化研究所, 2022
Authors:  李超
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深度学习  迁移学习  神经精神疾病  神经影像分析  大规模预训练  
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
Authors:  Xu, Ming;  Calhoun, Vince;  Jiang, Rongtao;  Yan, Weizheng;  Sui, Jing
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Autism spectrum disorder (ASD)  Machine learning  Classification  Prediction  fMRI  sMRI  dMRI  
青少年精神分裂症和不同阶段成人期精神分裂症的脑功能影像标志研究 学位论文
, 智能化大厦七层会议室: 中国科学院大学, 2021
Authors:  张玉良
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精神分裂症  静息状态跟你磁共振成像  局部一致性  功能连接  青少年精神分裂症  首发精神分裂症  慢性精神分裂症  
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  
Computational Decision Support System for ADHD Identification 期刊论文
International Journal of Automation and Computing, 2021, 卷号: 18, 期号: 2, 页码: 233-255
Authors:  Senuri De Silva
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Attention deficit/hyperactivity disorder (ADHD)  functional magnetic resonance imaging (fMRI)  eye movement data  seed-based correlation  ensembled model  convolutional neural network (CNN)  default mode network (DMN)  saccades  fixations  ADHD-Care decision support system (DDS)  
fMRI-based Decoding of Visual Information from Human Brain Activity: A Brief Review 期刊论文
International Journal of Automation and Computing, 2021, 卷号: 18, 期号: 2, 页码: 170-184
Authors:  Shuo Huang
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Functional magnetic resonance imaging (fMRI)  functional alignment  brain activity, brain decoding  visual stimuli reconstruction  
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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Common and unique multimodal covarying patterns in autism spectrum disorder subtypes 期刊论文
MOLECULAR AUTISM, 2020, 卷号: 11, 期号: 1, 页码: 15
Authors:  Qi, Shile;  Morris, Robin;  Turner, Jessica A.;  Fu, Zening;  Jiang, Rongtao;  Deramus, Thomas P.;  Zhi, Dongmei;  Calhoun, Vince D.;  Sui, Jing
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Heterogeneity  Autism spectrum disorder  Asperger’  s disorder  Pervasive developmental disorder-not otherwise specified (PDD-NOS)  Autistic disorder  Multimodal fusion  
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  
The relevance of transdiagnostic shared networks to the severity of symptoms and cognitive deficits in schizophrenia: a multimodal brain imaging fusion study 期刊论文
TRANSLATIONAL PSYCHIATRY, 2020, 卷号: 10, 期号: 1, 页码: 10
Authors:  Qi, Shile;  Bustillo, Juan;  Turner, Jessica A.;  Jiang, Rongtao;  Zhi, Dongmei;  Fu, Zening;  Deramus, Thomas P.;  Vergara, Victor;  Ma, Xiaohong;  Yang, Xiao;  Stevens, Mike;  Zhuo, Chuanjun;  Xu, Yong;  Calhoun, Vince D.;  Sui, Jing
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schizophrenia  multimodal fusion