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A review of fMRI simulation studies

Marijke Welvaert (UGent) and Yves Rosseel (UGent)
(2014) PLOS ONE. 9(7).
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The integrative neuroscience of behavioral control (Neuroscience)
Abstract
Simulation studies that validate statistical techniques for fMRI data are challenging due to the complexity of the data. Therefore, it is not surprising that no common data generating process is available (i.e. several models can be found to model BOLD activation and noise). Based on a literature search, a database of simulation studies was compiled. The information in this database was analysed and critically evaluated focusing on the parameters in the simulation design, the adopted model to generate fMRI data, and on how the simulation studies are reported. Our literature analysis demonstrates that many fMRI simulation studies do not report a thorough experimental design and almost consistently ignore crucial knowledge on how fMRI data are acquired. Advice is provided on how the quality of fMRI simulation studies can be improved.
Keywords
BOLD FMRI, BRAIN ACTIVATION, SENSORY STIMULATION, FUNCTIONAL MRI, MODEL, SIGNAL

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Citation

Please use this url to cite or link to this publication:

Chicago
Welvaert, Marijke, and Yves Rosseel. 2014. “A Review of fMRI Simulation Studies.” Plos One 9 (7).
APA
Welvaert, M., & Rosseel, Y. (2014). A review of fMRI simulation studies. PLOS ONE, 9(7).
Vancouver
1.
Welvaert M, Rosseel Y. A review of fMRI simulation studies. PLOS ONE. 2014;9(7).
MLA
Welvaert, Marijke, and Yves Rosseel. “A Review of fMRI Simulation Studies.” PLOS ONE 9.7 (2014): n. pag. Print.
@article{5876661,
  abstract     = {Simulation studies that validate statistical techniques for fMRI data are challenging due to the complexity of the data. Therefore, it is not surprising that no common data generating process is available (i.e. several models can be found to model BOLD activation and noise). Based on a literature search, a database of simulation studies was compiled. The information in this database was analysed and critically evaluated focusing on the parameters in the simulation design, the adopted model to generate fMRI data, and on how the simulation studies are reported. Our literature analysis demonstrates that many fMRI simulation studies do not report a thorough experimental design and almost consistently ignore crucial knowledge on how fMRI data are acquired. Advice is provided on how the quality of fMRI simulation studies can be improved.},
  articleno    = {e101953},
  author       = {Welvaert, Marijke and Rosseel, Yves},
  issn         = {1932-6203},
  journal      = {PLOS ONE},
  language     = {eng},
  number       = {7},
  pages        = {10},
  title        = {A review of fMRI simulation studies},
  url          = {http://dx.doi.org/10.1371/journal.pone.0101953},
  volume       = {9},
  year         = {2014},
}

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