• 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