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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：281/0  |  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：161/0  |  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：364/62  |  提交时间：2020/08/03
Resting-state fMRI  Generative adversarial networks (GAN)  Deep learning  Classification  Major depressive disorders  Schizophrenia  
Deep learning methods and applications in neuroimaging 期刊论文
JOURNAL OF NEUROSCIENCE METHODS, 2020, 卷号: 339, 页码: 2
作者:  Sui, Jing;  Liu, MingXia;  Lee, Jong-Hwan;  Zhang, Jun;  Calhoun, Vince
收藏  |  浏览/下载：209/0  |  提交时间：2020/06/22
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：367/0  |  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：243/0  |  提交时间：2018/10/10
Independent component analysis (ICA)  Complex-valued fMRI data  Model order  Component splitting  Phase data  Schizophrenia  
An ensemble learning system for a 4-way classification of Alzheimer's disease and mild cognitive impairment 期刊论文
JOURNAL OF NEUROSCIENCE METHODS, 2018, 卷号: 302, 期号: 1, 页码: 75-81
作者:  Yao, Dongren;  Calhoun, Vince D.;  Fu, Zening;  Du, Yuhui;  Sui, Jing
Adobe PDF(1034Kb)  |  收藏  |  浏览/下载：299/47  |  提交时间：2018/10/10
Multi-class Classification  Feature Selection  Alzheimer's Disease(Ad)  Mild Cognitive Impairment (Mci)  Structural Mri  Hierarchical Classification  Relative Importance  
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：359/57  |  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：458/108  |  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：104/0  |  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)