[R-sig-ME] simulate lme function value
Ben Bolker
bbolker at gmail.com
Wed Dec 4 18:50:23 CET 2013
bbonit at ... <bbonit at ...> writes:
>
> Dear list i have a question :
>
> how can i extract simulated value from simulate function in nlme ? (if it
is possible)
> thank You so much
> sorry for noise
> Bonitta Gianluca
I think you may be out of luck -- that is, I don't think that
simulate.lme stores the simulated values. If I run the example
in ?simulate.lme and examine the resulting object, I get:
str(orthSim)
List of 2
$ null:List of 2
..$ ML : num [1:1000, 1:2] 0 0 0 0 0 0 0 0 0 0 ...
.. ..- attr(*, "dimnames")=List of 2
.. .. ..$ : chr [1:1000] "1" "2" "3" "4" ...
.. .. ..$ : chr [1:2] "info" "logLik"
..$ REML: num [1:1000, 1:2] 0 0 0 0 0 0 0 0 0 0 ...
.. ..- attr(*, "dimnames")=List of 2
.. .. ..$ : chr [1:1000] "1" "2" "3" "4" ...
.. .. ..$ : chr [1:2] "info" "logLik"
$ alt :List of 2
..$ ML : num [1:1000, 1:2] 0 0 0 0 0 0 0 0 0 0 ...
.. ..- attr(*, "dimnames")=List of 2
.. .. ..$ : chr [1:1000] "1" "2" "3" "4" ...
.. .. ..$ : chr [1:2] "info" "logLik"
..$ REML: num [1:1000, 1:2] 0 0 0 0 0 0 0 0 0 0 ...
.. ..- attr(*, "dimnames")=List of 2
.. .. ..$ : chr [1:1000] "1" "2" "3" "4" ...
.. .. ..$ : chr [1:2] "info" "logLik"
- attr(*, "call")= language simulate.lme(object =
list(fixed = distance ~ age, data = Orthodont,
random = ~1 | Subject), nsim = 1000,
m2 = list(random = ~age | Subject))
- attr(*, "seed")= int 61390140
- attr(*, "df")= num 2
- attr(*, "useGen")= logi FALSE
- attr(*, "class")= chr "simulate.lme"
In words -- the ML and REML criteria are stored for the reduced
and full models for each simulation, but not the values themselves.
You *might* be able to hack the function: the critical lines are
base2 <- base + rnorm(N, sd = sig)
for (j in 1:Q) {
base2 <- base2 + ((array(rnorm(ngrp[j] * qvec[j]),
c(ngrp[j], qvec[j]), list(1:ngrp[j], NULL)) %*%
DeltaInv[[j]])[ind[[j]], , drop = FALSE] * condL1$Xy[,
csq1[j]:csq2[j], drop = FALSE]) %*% rep(1, qvec[j])
}
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