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基于独立成分子空间支持向量机的精神疾病磁共振影像学分类研究 学位论文
, 中国科学院自动化研究所: 中国科学院大学, 2019
作者:  高爽
Adobe PDF(56801Kb)  |  收藏  |  浏览/下载：323/0  |  提交时间：2020/01/11
独立成分分析  子空间相似度  支持向量机  磁共振影像  精神疾病分类  
任务状态下皮层宏观及介观网络中的相互作用研究 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, 2019
作者:  牛威昆
Adobe PDF(5619Kb)  |  收藏  |  浏览/下载：344/8  |  提交时间：2019/12/30
任务态功能网络  高阶相互作用  神经同步活动  格兰杰因果  模式分类  
Preliminary prediction of individual response to electroconvulsive therapy using whole-brain functional magnetic resonance imaging data 期刊论文
NeuroImage: Clinical, 2019, 卷号: 26, 期号: 102080, 页码: 1-9
作者:  Sun, Hailun;  Jiang, Rongtao;  Qi, Shile;  Katherine, L., Narr;  Benjamin, SC, Wade;  Joel, Upston;  Randall, Espinoza;  Tom, Jones;  Vince, D., Calhoun;  Christopher, C, Abbott;  Sui, Jing
浏览  |  Adobe PDF(2890Kb)  |  收藏  |  浏览/下载：251/65  |  提交时间：2020/06/11
Individualized prediction  Electroconvulsive therapy (ECT)  Functional connectivity (FC)  Major depressive disorder (DEP)  Resting-state fMRI  HDRS  Treatment response  
Machine learning identifies unaffected first-degree relatives with functional network patterns and cognitive impairment similar to those of schizophrenia patients 期刊论文
HUMAN BRAIN MAPPING, 2019, 卷号: 40, 期号: 13, 页码: 3930-3939
作者:  Jing, Rixing;  Li, Peng;  Ding, Zengbo;  Lin, Xiao;  Zhao, Rongjiang;  Shi, Le;  Yan, Hao;  Liao, Jinmin;  Zhuo, Chuanjun;  Lu, Lin;  Fan, Yong
收藏  |  浏览/下载：294/0  |  提交时间：2019/12/16
cognitive impairment  functional networks  machine learning  pattern classification  resting-state functional magnetic resonance imaging  unaffected first-degree relatives  
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：352/0  |  提交时间：2019/12/16
group independent component analysis  multimodal fusion  parallel independent component analysis  schizophrenia  subjects' variability  temporal information  
Discriminating schizophrenia using recurrent neural network applied on time courses of multi-site FMRI data 期刊论文
EBIOMEDICINE, 2019, 卷号: 47, 页码: 543-552
作者:  Yan, Weizheng;  Calhoun, Vince;  Song, Ming;  Cui, Yue;  Yan, Hao;  Liu, Shengfeng;  Fan, Lingzhong;  Zuo, Nianming;  Yang, Zhengyi;  Xu, Kaibin;  Yan, Jun;  Lv, Luxian;  Chen, Jun;  Chen, Yunchun;  Guo, Hua;  Li, Peng;  Lu, Lin;  Wan, Ping;  Wang, Huaning;  Wang, Huiling;  Yang, Yongfeng;  Zhang, Hongxing;  Zhang, Dai;  Jiang, Tianzi;  Sui, Jing
Adobe PDF(2166Kb)  |  收藏  |  浏览/下载：383/63  |  提交时间：2019/12/16
Recurrent neural network (RNN)  Schizophrenia  Multi-site classification  fMRI  Striatum  Cerebellum  Deep learning  
Pairwise Interactions among Brain Regions Organize Large-Scale Functional Connectivity during Execution of Various Tasks 期刊论文
NEUROSCIENCE, 2019, 卷号: 412, 页码: 190-206
作者:  Niu, Weikun;  Huang, Xuhui;  Xu, Kaibin;  Jiang, Tianzi;  Yu, Shan
Adobe PDF(7177Kb)  |  收藏  |  浏览/下载：377/68  |  提交时间：2019/12/16
task state fMRI  pairwise correlation  functional network  neural network model  
Reconstructing Perceived Images From Human Brain Activities With Bayesian Deep Multiview Learning 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2019, 卷号: 30, 期号: 8, 页码: 2310-2323
作者:  Du, Changde;  Du, Changying;  Huang, Lijie;  He, Huiguang
Adobe PDF(3773Kb)  |  收藏  |  浏览/下载：327/41  |  提交时间：2019/12/16
Deep neural network (DNN)  image reconstruction  multiview learning  neural decoding  variational Bayesian inference  
Learning "What" and "Where": An Interpretable Neural Encoding Model 会议论文
, Budapest, Hungary, July 14-19, 2019
作者:  Wang, Haibao;  Huang, Lijie;  Du, Changde;  He, Huiguang
浏览  |  Adobe PDF(865Kb)  |  收藏  |  浏览/下载：233/46  |  提交时间：2020/06/10
A radiomics nomogram may improve the prediction of IDH genotype for astrocytoma before surgery 期刊论文
EUROPEAN RADIOLOGY, 2019, 卷号: 29, 期号: 7, 页码: 3325-3337
作者:  Tan, Yan;  Zhang, Shuai-tong;  Wei, Jing-wei;  Dong, Di;  Wang, Xiao-chun;  Yang, Guo-qiang;  Tian, Jie;  Zhang, Hui
浏览  |  Adobe PDF(3873Kb)  |  收藏  |  浏览/下载：391/70  |  提交时间：2019/07/11
Astrocytoma  Radiomics  Nomogram  Isocitrate dehydrogenase  Survival