Functional Magnetic Resonance Imaging Processing - Li, Xingfeng; SpringerLink (Online service) (Dordrecht : Springer Netherlands : Imprint: Springer, 2014)
Preface -- MRI perfusion weighted imaging analysis -- Perfusion imaging -- Gamma-variate fitting -- AIF selection -- Dispersion effects in DSC-MRI -- -Summary of the PWI algorithm -- First level fMRI data analysis for activation detection -- fMRI experimental design -- fMRI data pre-processing -- Activation detection: model free and model based methods -- Models for hemodynamic response function and drift -- General linear model (GLM) for activation detect -- Hypothesis test and threshold correction -- Summary of algorithm for 1st level fMRI data analysis -- 2nd level fMRI data analysis using mixed model -- Mixed model for fMRI data analysis -- Numerical analysis for mixed effect models -- Iterative trust region method for ML estimation -- Exception trust region algorithm for second level fMRI data analysis -- Degree of freedom (DF) estimation -- fMRI data analysis future directions -- Second level fMRI data processing algorithm summary.-  fMRI effective connectivity study -- Nonlinear system identification method for fMRI effective connectivity analysis -- Model selections for effective connectivity study -- Robust method for second level analysis -- Effective connectivity for resting-state fMRI data -- Limitations for fMRI effective connectivity in this study -- Summary of the algorithm for fMRI effective connectivity study.Diffusion weighted imaging analysis -- Basic principle of diffusion MRI and DTI data analysis -- Fiber tracking -- High angular resolution diffusion imaging (HARDI) analysis -- Adaptive Q-ball imaging regularization -- Diffusion spectrum imaging -- Summary and future directions -- Summary of DTI, QBI and DSI image analysis methods -- Voxel based morphometry and its application to Alzheimer's disease study -- Background for voxel based morphometry analysis -- Enhanced VBM -- Longitudinal VBM and its application to AD study -- Effective connectivity for longitudinal data analysis -- Other type of sMRI data analysis -- Summary of (longitudinal) VBM analysis methods -- Appendixes -- Question answers and hints.
Keywords: Neurosciences; Optical data processing; Statistics .; Cognitive psychology; Radiology; Physics; Neurosciences; Computer Imaging, Vision, Pattern Recognition and Graphics; Statistics and Computing/Statistics Programs; Cognitive Psychology; Imaging / Radiology; Numerical and Computational Physics, Simulation