Michael Kubovy
2005-Apr-16 02:28 UTC
[R] How to get predictions, plots, etc. from lmer{lme4}
Kindly send a cc to me when replying to the list. I'm having trouble using lmer beyond a first step. My data: > some(exp1B) sub ba amplitude a b c d 2 1 1.00 1.5 65 63 4 8 41 4 1.15 0.0 92 41 3 4 43 4 1.15 3.0 88 48 2 2 63 6 1.00 3.0 50 72 9 9 77 8 1.15 0.0 112 25 2 1 89 10 1.15 0.0 37 33 36 34 126 13 1.15 1.5 80 50 6 4 140 14 1.15 4.5 12 115 6 7 145 20 1.00 0.0 73 65 0 2 147 20 1.00 3.0 63 72 2 3 etc. The output: > summary(exp1B.both.cont.lmer) Linear mixed-effects model fit by maximum likelihood Formula: cbind(b, a) ~ ba + amplitude + (1 | sub) Data: exp1B AIC BIC logLik MLdeviance REMLdeviance 768.0086 783.2579 -379.0043 758.0086 766.3104 Random effects: Groups Name Variance Std.Dev. sub (Intercept) 0.18787 0.43344 Residual 6.36355 2.52261 # of obs: 156, groups: sub, 13 Fixed effects: Estimate Std. Error DF t value Pr(>|t|) (Intercept) 4.118806 0.397780 153 10.3545 < 2.2e-16 ba -4.205518 0.330010 153 -12.7436 < 2.2e-16 amplitude 0.137958 0.023754 153 5.8076 3.547e-08 This is just what I need. But I also need predicted values, plots, etc, and can't figure out how to proceed. Have I overlooked a more extended document than the rather terse (for me at least) help page? _____________________________ Professor Michael Kubovy University of Virginia Department of Psychology USPS: P.O.Box 400400 Charlottesville, VA 22904-4400 Parcels: Room 102 Gilmer Hall McCormick Road Charlottesville, VA 22903 Office: B011 +1-434-982-4729 Lab: B019 +1-434-982-4751 Fax: +1-434-982-4766 WWW: http://www.people.virginia.edu/~mk9y/
Douglas Bates
2005-Apr-16 13:16 UTC
[R] How to get predictions, plots, etc. from lmer{lme4}
Michael Kubovy wrote:> Kindly send a cc to me when replying to the list. > > I'm having trouble using lmer beyond a first step. > > My data: > > some(exp1B) > sub ba amplitude a b c d > 2 1 1.00 1.5 65 63 4 8 > 41 4 1.15 0.0 92 41 3 4 > 43 4 1.15 3.0 88 48 2 2 > 63 6 1.00 3.0 50 72 9 9 > 77 8 1.15 0.0 112 25 2 1 > 89 10 1.15 0.0 37 33 36 34 > 126 13 1.15 1.5 80 50 6 4 > 140 14 1.15 4.5 12 115 6 7 > 145 20 1.00 0.0 73 65 0 2 > 147 20 1.00 3.0 63 72 2 3 > etc. > > The output: > > summary(exp1B.both.cont.lmer) > Linear mixed-effects model fit by maximum likelihood > Formula: cbind(b, a) ~ ba + amplitude + (1 | sub) > Data: exp1B > AIC BIC logLik MLdeviance REMLdeviance > 768.0086 783.2579 -379.0043 758.0086 766.3104 > Random effects: > Groups Name Variance Std.Dev. > sub (Intercept) 0.18787 0.43344 > Residual 6.36355 2.52261 > # of obs: 156, groups: sub, 13 > > Fixed effects: > Estimate Std. Error DF t value Pr(>|t|) > (Intercept) 4.118806 0.397780 153 10.3545 < 2.2e-16 > ba -4.205518 0.330010 153 -12.7436 < 2.2e-16 > amplitude 0.137958 0.023754 153 5.8076 3.547e-08 > > This is just what I need. But I also need predicted values, plots, etc, > and can't figure out how to proceed. Have I overlooked a more extended > document than the rather terse (for me at least) help page?I regret to say no. Methods for generalized linear mixed models fit by lmer are still rather rudimentary.