Variational Bayes (VB), variational maximum likelihood (VML), restricted
maximum likelihood (ReML), and maximum likelihood (ML) are
cornerstone parametric statistical estimation techniques in the analysis of
functional neuroimaging data. However, the theoretical underpinnings of
these model parameter estimation techniques are rarely covered in introductory
statistical texts. Because of the widespr...