Recent advances in the data analysis method of functional magnetic resonance imaging and its applications in neuroimaging

CASIA OpenIR > 09年以前成果

	Recent advances in the data analysis method of functional magnetic resonance imaging and its applications in neuroimaging
	Tian Jie ; Yang Lei ; Hu Jin
发表期刊	PROGRESS IN NATURAL SCIENCE
	2006-08-01
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
推荐引用方式 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.