DocumentCode
3321076
Title
Multifractal analysis of blood oxygen level dependent functional magnetic resonance imaging
Author
Runa Miranda, C. ; Soares, F. ; Sousa, I. ; Janela, F. ; Secca, M.F.
Author_Institution
Phys. Dept., New Univ. of Lisbon, Lisbon, Portugal
fYear
2011
fDate
14-17 Dec. 2011
Firstpage
270
Lastpage
275
Abstract
The aim of this work is to propose a multifractal analysis method for Multifractal Detrended Fluctuation analysis (MF-DFA) of Blood Oxygen Level Dependent (BOLD) functional Magnetic Resonance Imaging (fMRI). The fMRI signals exhibit a 1/f power spectrum, hence their structure has self-similarity and long memory, being usually successfully analyzed by different fractal analysis methods without a previous knowledge of haemodynamic models. Therefore, to validate activation detection using the MF-DFA method, a comparison study between images obtained using General Linear Model (GLM) and Independent Component Analysis (ICA) was conducted and evaluated by discrimination power, applying Receiver Operating Characteristic (ROC) analysis to the results.
Keywords
biomedical MRI; blood; fractals; haemodynamics; independent component analysis; sensitivity analysis; 1-f power spectrum; activation detection; blood oxygen level dependent functional magnetic resonance imaging; fMRI; general linear model; haemodynamic models; independent component analysis; multifractal analysis method; multifractal detrended fluctuation analysis; receiver operating characteristic analysis; Power measurement; Transforms; Blood Oxygen Level Dependent; Functional MRI; Multifractal Detrended Fluctuation Analysis; Self- similarity;
fLanguage
English
Publisher
ieee
Conference_Titel
Signal Processing and Information Technology (ISSPIT), 2011 IEEE International Symposium on
Conference_Location
Bilbao
Print_ISBN
978-1-4673-0752-9
Electronic_ISBN
978-1-4673-0751-2
Type
conf
DOI
10.1109/ISSPIT.2011.6151572
Filename
6151572
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