[R] Fwd: How to sample from a linear mixed model
Spencer Graves
spencer.graves at pdf.com
Mon Jun 20 18:07:43 CEST 2005
Have you considered "simulate.lme"?
Also, have you read Pinheiro and Bates (2000) Mixed-Effects Models in
S and S-Plus (Springer). It is excellent.
spencer graves
Søren Højsgaard wrote:
> Thanks. I wonder if there is a general way of extracting var(u) and var(e), which would be needed to simulate u and e. Clearly, one can get the estimated parameters, but is there a clever way of 'setting up' the matrices??
> Best
> Søren
>
> On 6/19/05, Søren Højsgaard <Soren.Hojsgaard at agrsci.dk> wrote:
>
>>I would like to draw a sample from a linear mixed model y=Xb+Zu+e which has been fitted with lme(), i.e. a model y ~ N(Xb, C), where C=Z cov(u) Z' + cov(e).
>>I've tried to figure out how to extract C from an lme object, because that would solve my problem when also using the predict() function, but without any luck.
>>Can anyone help on that?
>
>
> C is not stored in an lme object. In fact it is never created.
> (Consider the dimensions of this matrix. It could be huge.)
>
> The easiest way to simulate data from a linear mixed model is to
> simulate u and e then form Xb+Zu+e
>
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