Bruno L. Giordano
2006-Oct-05 16:21 UTC
[R] mixed models: correlation between fixed and random effects??
Hello, I built 4 mixed models using different data sets and standardized variables as predictors. In all the models each of the fixed effects has an associated random effect (same predictor). What I find is that fixed effects with larger (absolute) standardized parameter estimates have also a higher estimate of the related random effect. In other words, the higher the average of the absolute value of the BLUPs for a given standardized parameter, the higher its variance. Is this a common situation or I am missing some additional normalization factor necessary to compare the different random effects? Thanks a lot, Bruno ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ Bruno L. Giordano, Ph.D. CIRMMT Schulich School of Music, McGill University 555 Sherbrooke Street West Montr?al, QC H3A 1E3 Canada http://www.music.mcgill.ca/~bruno/
Spencer Graves
2006-Oct-15 02:04 UTC
[R] mixed models: correlation between fixed and random effects??
I suspect you've observed an outcome that occurs once out of every 2^4 = 16 times. Have you tried Monte Carlo, e.g., using 'simulate.lme' in library(nlme) or 'mcmcsamp' in library(lme4)? Hope this helps. Spencer Graves Bruno L. Giordano wrote:> Hello, > I built 4 mixed models using different data sets and standardized variables > as predictors. > > In all the models each of the fixed effects has an associated random effect > (same predictor). > > What I find is that fixed effects with larger (absolute) standardized > parameter estimates have also a higher estimate of the related random > effect. In other words, the higher the average of the absolute value of the > BLUPs for a given standardized parameter, the higher its variance. > > Is this a common situation or I am missing some additional normalization > factor necessary to compare the different random effects? > > Thanks a lot, > Bruno > > > > ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ > Bruno L. Giordano, Ph.D. > CIRMMT > Schulich School of Music, McGill University > 555 Sherbrooke Street West > Montr?al, QC H3A 1E3 > Canada > http://www.music.mcgill.ca/~bruno/ > > ______________________________________________ > R-help at stat.math.ethz.ch mailing list > https://stat.ethz.ch/mailman/listinfo/r-help > PLEASE do read the posting guide http://www.R-project.org/posting-guide.html > and provide commented, minimal, self-contained, reproducible code. >