Approximate standard error for variance component with lmer
2010/3/1 Julien Martin <julien.martin2 at usherbrooke.ca>:
Hi I am wondering if it is possible to compute approximate standard error for variance component as proposed by Fischer et al 2004 using lmer. Thanks Julien Fischer, TM., Gilmour, AR. and Werf, JHVD. (2004). Computing approximate standard errors for genetic parameters derived from random regression models fitted by average information REML. Genetics Selection Evolution 36, 363-369.
Part of the point of the profiling of the parameters in mixed-effects models that I describe in chapters 1 and 2 of the book I am writing (chapter drafts are available at http://lme4.R-forge.R-project.org/book/) is to show that the estimates of variance components are not symmetrically distributed - in fact they are quite asymmetric. In such cases there isn't much point in computing a standard error. You could do so from the profiles but I don't see the point.