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Open Access Green as soon as Postprint is submitted to ZB.
A robust model for spatiotemporal dependencies.
Neurocomp. 71, 2209-2216 (2008)
Real-world data sets such as recordings from functional magnetic resonance imaging (fMRI) often possess both spatial and temporal structures. Here, we propose an algorithm including such spatiotemporal information into the analysis, and reduce the problem to the joint approximate diagonalization of a set of autocorrelation matrices. We demonstrate the feasibility of the algorithm by applying it to fMRI analysis, where previous approaches are outperformed considerably.
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Publication type
Article: Journal article
Document type
Scientific Article
ISSN (print) / ISBN
0925-2312
e-ISSN
1872-8286
Journal
Neurocomputing
Quellenangaben
Volume: 71,
Pages: 2209-2216
Publisher
Elsevier
Publishing Place
Amsterdam [u.a.]
Non-patent literature
Publications
Reviewing status
Peer reviewed
Institute(s)
Institute of Computational Biology (ICB)