When the response functions are the default generalized logits ... When you perform log-linear model analysis, you can request weighted least-squares estimates, maximum likelihood estimates, or both.

PROC GENMOD produces likelihood ratio-based confidence intervals, also known as profile likelihood confidence intervals, for parameter estimates for generalized linear models ... fixed at and l is the ...

Linear mixed model ... the target function for maximization is L(β,G), in the MAP estimation, we maximize the log posterior function defined as which is similar to the likelihood ratio test ...