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Recent advances in the data analysis method of functional magnetic resonance imaging and its applications in neuroimaging
Tian Jie; Yang Lei; Hu Jin
2006-08-01
发表期刊PROGRESS IN NATURAL SCIENCE
卷号16期号:8页码:785-795
文章类型Review
摘要Functional magnetic resonance imaging (fMRI) has opened a new area to explore the human brain. The fMRI can reveal the deep insights of spatial and temporal changes underlying a broad range of brain function, such as motor, vision, memory and emotion, all of which are helpful in the clinical investigation. In this paper, we introduce some recent-developed algorithms for fMRI signal detection such as model-driven method (general linear model, deconvolution model, non-linear model, etc.) and data-driven method (principle component analysis, independent component analysis, self-organization mapping, clustered constrained non-negative matrix factorization, etc.). We also propose several 'important applications of neuroirnaging and point out their shortcomings and future perspectives.
关键词Fmri Data Analysis Neuroimaging
WOS标题词Science & Technology ; Technology
关键词[WOS]FMRI TIME-SERIES ; CLUSTER-ANALYSIS ; CORTICAL ACTIVITY ; BLIND SEPARATION ; NEURAL-NETWORK ; MRI ; ACTIVATION ; COMPONENTS ; DECONVOLUTION ; ALGORITHM
收录类别SCI
语种英语
WOS研究方向Materials Science ; Science & Technology - Other Topics
WOS类目Materials Science, Multidisciplinary ; Multidisciplinary Sciences
WOS记录号WOS:000240161400002
引用统计
被引频次:6[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/9267
专题09年以前成果
作者单位1.Chinese Acad Sci, Inst Automat, Beijing 100080, Peoples R China
2.Chinese Acad Sci, Grad Sch, Beijing 100039, Peoples R China
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GB/T 7714
Tian Jie,Yang Lei,Hu Jin. Recent advances in the data analysis method of functional magnetic resonance imaging and its applications in neuroimaging[J]. PROGRESS IN NATURAL SCIENCE,2006,16(8):785-795.
APA Tian Jie,Yang Lei,&Hu Jin.(2006).Recent advances in the data analysis method of functional magnetic resonance imaging and its applications in neuroimaging.PROGRESS IN NATURAL SCIENCE,16(8),785-795.
MLA Tian Jie,et al."Recent advances in the data analysis method of functional magnetic resonance imaging and its applications in neuroimaging".PROGRESS IN NATURAL SCIENCE 16.8(2006):785-795.
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