I want to compare estimation MLE and RMLE for Linear Mixed Effects Models. I use criteria like AIC, BIC, and log-likelihood. I get the result MLE is the best estimation. But, I think i'm wrong to compare the estimations with criteria. Can you give the solution how I can compare the estimation and get the best estimations for my data?

Thank you.

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