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Independent Component Model for Cognitive Functions of Multiple Subjects using [15O]H2O PET images

Authors
 Hae-Jeong Park  ;  Jae-Jin Kim  ;  Jun Soo Kwon  ;  Myung Chul Lee  ;  Dong Soo Lee  ;  Tak Youn 
Citation
 Human Brain Mapping, Vol.18(4) : 284-295, 2003 
Journal Title
 Human Brain Mapping 
ISSN
 1065-9471 
Issue Date
2003
Abstract
An independent component model of multiple subjects' positron emission tomography (PET) images is proposed to explore the overall functional components involved in a task and to explain subject specific variations of metabolic activities under altered experimental conditions utilizing the Independent component analysis (ICA) concept. As PET images represent time-compressed activities of several cognitive components, we derived a mathematical model to decompose functional components from cross-sectional images based on two fundamental hypotheses: (1) all subjects share basic functional components that are common to subjects and spatially independent of each other in relation to the given experimental task, and (2) all subjects share common functional components throughout tasks which are also spatially independent. The variations of hemodynamic activities according to subjects or tasks can be explained by the variations in the usage weight of the functional components. We investigated the plausibility of the model using serial cognitive experiments of simple object perception, object recognition, two-back working memory, and divided attention of a syntactic process. We found that the independent component model satisfactorily explained the functional components involved in the task and discuss here the application of ICA in multiple subjects' PET images to explore the functional association of brain activations
URI
https://ir.ymlib.yonsei.ac.kr/handle/22282913/114398
DOI
10.1002/hbm.10085
Appears in Collections:
1. Journal Papers (연구논문) > 1. College of Medicine (의과대학) > Dept. of Nuclear Medicine (핵의학교실)
1. Journal Papers (연구논문) > 1. College of Medicine (의과대학) > Dept. of Psychiatry (정신과학교실)
Yonsei Authors
김재진(Kim, Jae Jin) ; 박해정(Park, Hae Jeong)
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Full Text
http://onlinelibrary.wiley.com/doi/10.1002/hbm.10085/abstract
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