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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Verdoolaege, G. Vlerick, L. Achten, E. |
| Copyright Year | 2011 |
| Description | Author affiliation: Department of Neuroradiology, Ghent University Hospital, De Pintelaan 185, 9000 Gent, Belgium (Vlerick, L.; Achten, E.) || Department of Applied Physics, Ghent University, Jozef Plateaustraat 22, 9000 Gent, Belgium (Verdoolaege, G.) |
| Abstract | Magnetic resonance imaging studies of the resting brain have recently revealed the existence of low-frequency fluctuations of the cerebral hemodynamics. It has been suggested that these fluctuations are linked to baseline neural activity, organized in functional networks. This paper presents a novel method for the detection of these resting-state networks from blood-oxygen level dependent signals, through their wavelet representation in the appropriate frequency range. A valley-seeking clustering principle is employed, requiring no a priori knowledge of the number of functional networks. The technique is applied to a data set acquired at rest and is shown to retrieve a number of identifiable functional networks. The method is proposed as an alternative to e.g. independent component analysis and exhibits an enhanced network separation capability and stability against noise. |
| Starting Page | 2661 |
| Ending Page | 2664 |
| File Size | 1199045 |
| Page Count | 4 |
| File Format | |
| ISBN | 9781457713040 |
| ISSN | 15224880 |
| e-ISBN | 9781457713033 |
| e-ISBN | 9781457713026 |
| DOI | 10.1109/ICIP.2011.6116215 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2011-09-11 |
| Publisher Place | Belgium |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Noise Clustering algorithms Vectors Conferences Magnetic resonance imaging Time series analysis Discrete wavelet transforms clustering fMRI resting state wavelet |
| Content Type | Text |
| Resource Type | Article |
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