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Commissioning and clinical implementation of an Autoencoder based Classification-Regression model for VMAT patient-specific QA in a multi-institution scenario 期刊论文
RADIOTHERAPY AND ONCOLOGY, 2021, 卷号: 161, 期号: 10.1016/j.radonc.2021.06.024, 页码: 230-240
作者:  Yang, Ruijie;  Yang, Xueying;  Wang, Le;  Li, Dingjie;  Guo, Yuexin;  Li, Ying;  Guan, Yumin;  Wu, Xiangyang;  Xu, Shouping;  Zhang, Shuming;  Chan, Maria F.;  Geng, Lisheng;  Sui, Jing
Adobe PDF(2840Kb)  |  收藏  |  浏览/下载：366/59  |  提交时间：2021/11/02
Machine learning  VMAT patient-specific QA  Multi-institution validation  Commissioning  Clinical implementation  
Multi-task autoencoder based classification-regression model for patient-specific VMAT QA 期刊论文
PHYSICS IN MEDICINE AND BIOLOGY, 2020, 卷号: 65, 期号: 23, 页码: 12
作者:  Wang, Le;  Li, Jiaqi;  Zhang, Shuming;  Zhang, Xile;  Zhang, Qilin;  Chan, Maria F.;  Yang, Ruijie;  Sui, Jing
Adobe PDF(926Kb)  |  收藏  |  浏览/下载：423/87  |  提交时间：2021/01/06
VMAT QA  patient-specific QA  deep learning  radiotherapy  
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：370/62  |  提交时间：2020/08/03
Resting-state fMRI  Generative adversarial networks (GAN)  Deep learning  Classification  Major depressive disorders  Schizophrenia  
NR4A1 Methylation Associated Multimodal Neuroimaging Patterns Impaired in Temporal Lobe Epilepsy 期刊论文
FRONTIERS IN NEUROSCIENCE, 2020, 卷号: 14, 期号: 727, 页码: 10
作者:  Zhi, Dongmei;  Wu, Wenyue;  Xiao, Bo;  Qi, Shile;  Jiang, Rongtao;  Yang, Xingdong;  Yang, Jian;  Xiao, Wenbiao;  Liu, Chaorong;  Long, Hongyu;  Calhoun, Vince D.;  Long, Lili;  Sui, Jing
Adobe PDF(13713Kb)  |  收藏  |  浏览/下载：328/50  |  提交时间：2020/09/07
temporal lobe epilepsy  multimodal fusion  functional connectivity  fractional anisotropy  gray matter volume  
Shared and distinct resting functional connectivity in children and adults with attention-deficit/hyperactivity disorder 期刊论文
TRANSLATIONAL PSYCHIATRY, 2020, 卷号: 10, 期号: 1, 页码: 12
作者:  Guo, Xiaojie;  Yao, Dongren;  Cao, Qingjiu;  Liu, Lu;  Zhao, Qihua;  Li, Hui;  Huang, Fang;  Wang, Yanfei;  Qian, Qiujin;  Wang, Yufeng;  Calhoun, Vince D.;  Johnstone, Stuart J.;  Sui, Jing;  Sun, Li
Adobe PDF(3974Kb)  |  收藏  |  浏览/下载：371/69  |  提交时间：2020/04/07
ADHD  Functional Connectivity  Feature Selection  
Neuroimaging-based Individualized Prediction of Cognition and Behavior for Mental Disorders and Health: Methods and Promises 期刊论文
BIOLOGICAL PSYCHIATRY, 2020, 期号: NA, 页码: 1-11
作者:  Sui, Jing;  Jiang, Rongtao;  Bustillo, Juan;  Calhoun, Vince D.
浏览  |  Adobe PDF(2461Kb)  |  收藏  |  浏览/下载：197/35  |  提交时间：2020/06/13
Biomarker  Cognition  Individualized prediction  Mental disorder  Multivariate analyses  Regression  
Machine Learning for Patient-Specific Quality Assurance of VMAT: Prediction and Classification Accuracy 期刊论文
INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2019, 卷号: 105, 期号: 4, 页码: 893-902
作者:  Li, Jiaqi;  Wang, Le;  Zhang, Xile;  Liu, Lu;  Li, Jun;  Chan, Maria F.;  Sui, Jing;  Yang, Ruijie
Adobe PDF(1690Kb)  |  收藏  |  浏览/下载：294/38  |  提交时间：2019/09/30
VMAT  Machine Learning  Patient-Specific Quality Assurance  
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：399/65  |  提交时间：2019/12/16
Recurrent neural network (RNN)  Schizophrenia  Multi-site classification  fMRI  Striatum  Cerebellum  Deep learning  
Aberrant Dynamic Functional Network Connectivity and Graph Properties in Major Depressive Disorder 期刊论文
FRONTIERS IN PSYCHIATRY, 2018, 卷号: 9, 期号: 1, 页码: 11
作者:  Zhi, Dongmei;  Calhoun, Vince D.;  Lv, Luxian;  Ma, Xiaohong;  Ke, Qing;  Fu, Zening;  Du, Yuhui;  Yang, Yongfeng;  Yang, Xiao;  Pan, Miao;  Qi, Shile;  Jiang, Rongtao;  Yu, Qingbao;  Sui, Jing
Adobe PDF(2635Kb)  |  收藏  |  浏览/下载：335/16  |  提交时间：2018/10/10
Major Depressive Disorder  Independent Component Analysis  Dynamic Functional Network Connectivity  Graph Theory  Resting-state Functional Magnetic Resonance Imaging  
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：302/49  |  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