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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
作者:  Xu, Ming;  Calhoun, Vince;  Jiang, Rongtao;  Yan, Weizheng;  Sui, Jing
收藏  |  浏览/下载:268/0  |  提交时间:2021/11/02
Autism spectrum disorder (ASD)  Machine learning  Classification  Prediction  fMRI  sMRI  dMRI  
Temporal embedding and spatiotemporal feature selection boost multi-voxel pattern analysis decoding accuracy 期刊论文
JOURNAL OF NEUROSCIENCE METHODS, 2020, 卷号: 345, 页码: 13
作者:  Choupan, Jeiran;  Douglas, Pamela K.;  Gal, Yaniv;  Cohen, Mark S.;  Reutens, David C.;  Yang, Zhengyi
收藏  |  浏览/下载:153/0  |  提交时间:2021/01/07
fMRI  Multi-variate pattern analysis  Spatiotemporal feature selection  Multiband EPI  Random forest  Support vector machine  
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
作者:  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)  |  收藏  |  浏览/下载:345/58  |  提交时间:2020/08/03
Resting-state fMRI  Generative adversarial networks (GAN)  Deep learning  Classification  Major depressive disorders  Schizophrenia  
A method for building a genome-connectome bipartite graph model 期刊论文
JOURNAL OF NEUROSCIENCE METHODS, 2019, 卷号: 320, 页码: 64-71
作者:  Yu, Qingbao;  Chen, Jiayu;  Du, Yuhui;  Sui, Jing;  Damaraju, Eswar;  Turner, Jessica A.;  van Erp, Theo G. M.;  Macciardi, Fabio;  Belger, Aysenil;  Ford, Judith M.;  McEwen, Sarah;  Mathalon, Daniel H.;  Mueller, Bryon A.;  Preda, Adrian;  Vaidya, Jatin;  Pearlson, Godfrey D.;  Calhoun, Vince D.
收藏  |  浏览/下载:345/0  |  提交时间:2019/07/12
fMRI  FNC  SNPs  Bipartite graph  
Model order effects on ICA of resting-state complex-valued fMRI data: Application to schizophrenia 期刊论文
JOURNAL OF NEUROSCIENCE METHODS, 2018, 卷号: 304, 页码: 24-38
作者:  Kuang, Li-Dan;  Lin, Qiu-Hua;  Gong, Xiao-Feng;  Cong, Fengyu;  Sui, Jing;  Calhoun, Vince D.
收藏  |  浏览/下载:233/0  |  提交时间:2018/10/10
Independent component analysis (ICA)  Complex-valued fMRI data  Model order  Component splitting  Phase data  Schizophrenia  
Comparing brain graphs in which nodes are regions of interest or independent components: A simulation study 期刊论文
JOURNAL OF NEUROSCIENCE METHODS, 2017, 卷号: 291, 期号: 2017111, 页码: 61-68
作者:  Yu, Qingbao;  Du, Yuhui;  Chen, Jiayu;  He, Hao;  Sui, Jing;  Pearlson, Godfrey;  Calhoun, Vince D.
浏览  |  Adobe PDF(2031Kb)  |  收藏  |  浏览/下载:348/55  |  提交时间:2018/01/08
Brain Graph  Roi  Ica  Simulation  Ground Truth  
DiffusionKit: A light one-stop solution for diffusion MRI data analysis 期刊论文
JOURNAL OF NEUROSCIENCE METHODS, 2016, 卷号: 273, 期号: 273, 页码: 107-119
作者:  Xie, Sangma;  Chen, Liangfu;  Zuo, Nianming;  Jiang, Tianzi
浏览  |  Adobe PDF(4021Kb)  |  收藏  |  浏览/下载:444/105  |  提交时间:2017/01/05
Diffusion Mri  Dti  Hardi  Anatomical Connectivity  Diffusionkit  
Multi-subject fMRI analysis via combined independent component analysis and shift-invariant canonical polyadic decomposition 期刊论文
JOURNAL OF NEUROSCIENCE METHODS, 2015, 卷号: 256, 页码: 127-140
作者:  Kuang, Li-Dan;  Lin, Qiu-Hua;  Gong, Xiao-Feng;  Cong, Fengyu;  Sui, Jing;  Calhoun, Vince D.
收藏  |  浏览/下载:99/0  |  提交时间:2020/10/27
Canonical Polyadic Decomposition (Cpd)  Independent Component Analysis (Ica)  Multi-subject Fmri Data  Inter-subject Variability  Tensor Pica  Shift-invariant Cp (sCp)  
Automatic segmentation of the lateral geniculate nucleus: Application to control and glaucoma patients 期刊论文
JOURNAL OF NEUROSCIENCE METHODS, 2015, 卷号: 255, 期号: 2015, 页码: 104-114
作者:  Wang, Jieqiong;  Miao, Wen;  Li, Jing;  Li, Meng;  Zhen, Zonglei;  Sabel, Bernhard;  Xian, Junfang;  He, Huiguang
浏览  |  Adobe PDF(2097Kb)  |  收藏  |  浏览/下载:295/39  |  提交时间:2016/01/18
Automatic Segmentation  Lgn  Structural Mri  Vision  
Optimizing affinity measures for parcellating brain structures based on resting state fMRI data: A validation on medial superior frontal cortex 期刊论文
JOURNAL OF NEUROSCIENCE METHODS, 2014, 卷号: 237, 页码: 90-102
作者:  Cheng, Hewei;  Wu, Hong;  Fan, Yong
收藏  |  浏览/下载:184/0  |  提交时间:2015/08/12
Fmri  Functional Connectivity  Affinity Measure  Constrained Bi-level Programming Optimization  Brain Parcellation  Normalized Cut