Residential College | false |
Status | 已發表Published |
A space affine matching approach to fMRI time series analysis | |
Chen L.5; Zhang W.5; Liu H.5; Feng S.5; Chen C.L.P.4; Wang H.3 | |
2016-07-01 | |
Source Publication | IEEE Transactions on Nanobioscience |
ISSN | 15361241 |
Volume | 15Issue:5Pages:468-480 |
Abstract | For fMRI time series analysis, an important challenge is to overcome the potential delay between hemodynamic response signal and cognitive stimuli signal, namely the same frequency but different phase (SFDP) problem. In this paper, a novel space affine matching feature is presented by introducing the time domain and frequency domain features. The time domain feature is used to discern different stimuli, while the frequency domain feature to eliminate the delay. And then we propose a space affine matching (SAM) algorithm to match fMRI time series by our affine feature, in which a normal vector is estimated using gradient descent to explore the time series matching optimally. The experimental results illustrate that the SAM algorithm is insensitive to the delay between the hemodynamic response signal and the cognitive stimuli signal. Our approach significantly outperforms GLM method while there exists the delay. The approach can help us solve the SFDP problem in fMRI time series matching and thus of great promise to reveal brain dynamics. |
Keyword | Fast Fourier Transform (Fft) Frequency Domain Functional Magnetic Resonance Imaging (Fmri) General Linear Model (Glm) Time Domain Time Series |
DOI | 10.1109/TNB.2016.2572401 |
URL | View the original |
Language | 英語English |
WOS ID | WOS:000385620900007 |
Scopus ID | 2-s2.0-84992026021 |
Fulltext Access | |
Citation statistics | |
Document Type | Journal article |
Collection | University of Macau |
Affiliation | 1.UMacau Research Institute 2.University of California, San Diego 3.Dalian University of Technology 4.Universidade de Macau 5.Dalian Maritime University |
Recommended Citation GB/T 7714 | Chen L.,Zhang W.,Liu H.,et al. A space affine matching approach to fMRI time series analysis[J]. IEEE Transactions on Nanobioscience, 2016, 15(5), 468-480. |
APA | Chen L.., Zhang W.., Liu H.., Feng S.., Chen C.L.P.., & Wang H. (2016). A space affine matching approach to fMRI time series analysis. IEEE Transactions on Nanobioscience, 15(5), 468-480. |
MLA | Chen L.,et al."A space affine matching approach to fMRI time series analysis".IEEE Transactions on Nanobioscience 15.5(2016):468-480. |
Files in This Item: | There are no files associated with this item. |
Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.
Edit Comment