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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
Source PublicationPROGRESS IN NATURAL SCIENCE
2006-08-01
Volume16Issue:8Pages:785-795
SubtypeReview
AbstractFunctional 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.
KeywordFmri Data Analysis Neuroimaging
WOS HeadingsScience & Technology ; Technology
WOS KeywordFMRI TIME-SERIES ; CLUSTER-ANALYSIS ; CORTICAL ACTIVITY ; BLIND SEPARATION ; NEURAL-NETWORK ; MRI ; ACTIVATION ; COMPONENTS ; DECONVOLUTION ; ALGORITHM
Indexed BySCI
Language英语
WOS Research AreaMaterials Science ; Science & Technology - Other Topics
WOS SubjectMaterials Science, Multidisciplinary ; Multidisciplinary Sciences
WOS IDWOS:000240161400002
Citation statistics
Cited Times:6[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/9267
Collection09年以前成果
Affiliation1.Chinese Acad Sci, Inst Automat, Beijing 100080, Peoples R China
2.Chinese Acad Sci, Grad Sch, Beijing 100039, Peoples R China
Recommended Citation
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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