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
Link To Document :
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