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Toward Data-Driven Digital Therapeutics Analytics: Literature Review and Research Directions
期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 1, 页码: 42-66
Authors:
Uichin Lee
;
Gyuwon Jung
;
Eun-Yeol Ma
;
Jin San Kim
;
Heepyung Kim
;
Jumabek Alikhanov
;
Youngtae Noh
;
Heeyoung Kim
Adobe PDF(2887Kb)
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Submit date:2023/01/03
Causal inference
data-driven analytics framework
digital therapeutics (DTx)
mobile and wearable data
technical and behavioral engagement
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
面向神经康复的参与度评价与增强方法研究
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, 2021
Authors:
王佳星
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Submit date:2021/06/18
参与度评价与增强
脑机接口
注意力调控
任务难度调整与优化
单/双任务训练范式
Computational Decision Support System for ADHD Identification
期刊论文
International Journal of Automation and Computing, 2021, 卷号: 18, 期号: 2, 页码: 233-255
Authors:
Senuri De Silva
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Submit date:2021/04/22
Attention deficit/hyperactivity disorder (ADHD)
functional magnetic resonance imaging (fMRI)
eye movement data
seed-based correlation
ensembled model
convolutional neural network (CNN)
default mode network (DMN)
saccades
fixations
ADHD-Care decision support system (DDS)
基于多模态脑影像的个体指标预测方法及其临床应用
学位论文
工学博士, 中国科学院自动化研究所: 中国科学院大学, 2020
Authors:
姜荣涛
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Submit date:2020/06/13
磁共振影像
脑功能连接
个体化预测
抑郁症
回归分析
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
Authors:
Sui, Jing
;
Jiang, Rongtao
;
Bustillo, Juan
;
Calhoun, Vince D.
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Submit date:2020/06/13
Biomarker
Cognition
Individualized prediction
Mental disorder
Multivariate analyses
Regression
Radiomics in multiple sclerosis and neuromyelitis optica spectrum disorder
期刊论文
EUROPEAN RADIOLOGY, 2019, 卷号: 29, 期号: 9, 页码: 4670-4677
Authors:
Liu, Yaou
;
Dong, Di
;
Zhang, Liwen
;
Zang, Yali
;
Duan, Yunyun
;
Qiu, Xiaolu
;
Huang, Jing
;
Dong, Huiqing
;
Barkhof, Frederik
;
Hu, Chaoen
;
Fang, Mengjie
;
Tian, Jie
;
Li, Kuncheng
Adobe PDF(1098Kb)
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Submit date:2019/12/16
Multiple sclerosis
Neuromyelitis optica spectrum disorder
Radiomics
Nomogram
Magnetic resonance imaging
Personalized gait trajectory generation based on anthropometric features using Random Forest
期刊论文
Journal of Ambient Intelligence and Humanized Computing, 2019, 期号: 1, 页码: 1-12
Authors:
Shixin Ren
;
Weiqun Wang
;
Zeng-Guang Hou
;
Badong Chen
;
Xu Liang
;
Liang Peng
Adobe PDF(2042Kb)
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Submit date:2021/07/01
Personalized gait
Gait generation
Random Forest
Anthropometric features
Rehabilitation training
A Novel Assist-As-Needed Controller Based on Fuzzy-Logic Inference and Human Impedance Identification for Upper-Limb Rehabilitation
会议论文
, Xiamen, China, 2019-12-8
Authors:
Chen Wang
;
Liang Peng
;
Zeng-Guang Hou
;
Weiqun Wang
;
Tingting Su
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Submit date:2021/06/21
多变量分析方法在静息态功能磁共振影像中的研究与应用
学位论文
, 北京: 中国科学院大学, 2018
Authors:
荆日星
Adobe PDF(19557Kb)
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Submit date:2018/12/14
静息态功能磁共振影像
多变量分析方法
脑功能网络
前向选择算法
精神分裂症
精神分裂症一级亲属
威尔逊氏病
生物标记