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Machine Learning for Brain Imaging Genomics Methods: A Review
期刊论文
Machine Intelligence Research, 2023, 卷号: 20, 期号: 1, 页码: 57-78
Authors:
Mei-Ling Wang
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Submit date:2023/01/18
Brain imaging genomics
machine learning
multivariate analysis
association analysis
outcome prediction
Deep Learning for Brain MRI Confirms Patterned Pathological Progression in Alzheimer's Disease
期刊论文
ADVANCED SCIENCE, 2022, 页码: 19
Authors:
Pan, Dan
;
Zeng, An
;
Yang, Baoyao
;
Lai, Gangyong
;
Hu, Bing
;
Song, Xiaowei
;
Jiang, Tianzi
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Submit date:2023/02/22
Alzheimer's disease
deep learning
longitudinal trajectories of neurodegeneration
structural magnetic resonance imaging
基于脑网络组图谱的精神分裂症亚型研究
学位论文
, 2022
Authors:
时维阳
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Submit date:2022/12/22
精神分裂症
异质性
亚型
影像-临床关联分析
影像-转录组关联分析
Two subtypes of schizophrenia identified by an individual-level atypical pattern of tensor-based morphometric measurement
期刊论文
CEREBRAL CORTEX, 2022, 页码: 18
Authors:
Shi, Weiyang
;
Fan, Lingzhong
;
Wang, Haiyan
;
Liu, Bing
;
Li, Wen
;
Li, Jin
;
Cheng, Luqi
;
Chu, Congying
;
Song, Ming
;
Sui, Jing
;
Luo, Na
;
Cui, Yue
;
Dong, Zhenwei
;
Lu, Yuheng
;
Ma, Yawei
;
Ma, Liang
;
Li, Kaixin
;
Chen, Jun
;
Chen, Yunchun
;
Guo, Hua
;
Li, Peng
;
Lu, Lin
;
Lv, Luxian
;
Wan, Ping
;
Wang, Huaning
;
Wang, Huiling
;
Yan, Hao
;
Yan, Jun
;
Yang, Yongfeng
;
Zhang, Hongxing
;
Zhang, Dai
;
Jiang, Tianzi
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Submit date:2022/09/19
schizophrenia
subtype
structural MRI
neuroimaging-clinic association analysis
neuroimaging-transcription association analysis
基于结构磁共振影像的脑区分割与阿尔茨海默症早期预测研究
学位论文
工学博士, 自动化研究所: 中国科学院大学, 2022
Authors:
赵元兴
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Submit date:2022/08/18
细粒度整脑分割
半监督学习
阿尔茨海默症早期预测
轻度认知障碍转化预测
自适应全局网络
精神分裂症小脑结构与功能异常的多模态 MRI 解析
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, 2022
Authors:
柴霖
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Submit date:2022/06/17
小脑,精神分裂症,磁共振成像,标准化模型,损伤网络映射,形态学 测量,功能连接
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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Submit date:2022/06/24
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
基于磁共振影像的脑龄预测与大脑发展老化模式研究
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, 2022
Authors:
胡天宇
Adobe PDF(27463Kb)
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Submit date:2022/06/13
磁共振成像
脑龄预测
深度学习
大脑老化
个体差异
基于磁共振影像与多组学数据解析精神分裂症功能失连接生物学机制的研究
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, 2022
Authors:
王萌
Adobe PDF(7219Kb)
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Submit date:2022/06/16
精神分裂症
磁共振影像
多组学
跨尺度
失连接
基于多中心磁共振影像的阿尔茨海默病脑网络异常表征研究
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:
曲怡达
Adobe PDF(30502Kb)
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Submit date:2022/06/16
阿尔茨海默病
弥散张量成像
白质纤维束
结构连接网络
结构功能耦合