Estimation: Likelihood, REML, and Algorithms

In this chapterwhat is estimated; the likelihood of the marginal model and the profile likelihood; restricted maximum likelihood; ML and REML compared in real and simulated data; the algorithms that maximize the likelihood; estimation problems and their remedies; alternatives.