Let be the maximum likelihood estimate (MLE) of a parameter vector and let be the log-likelihood function defined for parameter values . The profile-likelihood method reduces to a function of a single ...

However, several attempts to operationalize the normal-gamma model have met with very limited success, as the log likelihood is possesed of a significant degree of complexity.