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Fast orthogonal search method for modeling nonlinear hemodynamic response in fMRI

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机构: [a]Medical Image Processing Group, Institute of Automation, Chinese Academy of Sciences, Beijing 100080, China [b]Department of Radiology, Tiantan Hospital, Chinese Cap. Univ. of Med. Sciences, Beijing 100050, China [c]95 Zhongguancun East Road, HaiDian District, Beijing, China
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关键词: Bold-fMRI Fast orthogonal search Nonlinear system identification

摘要:
This study presents a fast orthogonal search (FOS) method for modeling fMRI time series. Based on the system identification theory, an orthogonalization procedure to model the fMRI time series is described. FOS method does not require equally space data, and can resolve sinusoidal frequencies much more closely than Fourier transform method. After the time series are modeled by means of the FOS, F-test is employed to detect the activation regions. Eight volunteers' data were collected to validate the proposed method. The results demonstrate the feasibility of the proposed method.

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