help on retrieving output from by( ) for regression
Sorry to reply to my own post, but in reviewing the NAMESPACE file for lme4, it looks like Doug is perhaps planning to add additional model object accessor methods for the lmList class, including resid() and summary(), which are commented out now. coef() is available presently. So when in place, it would appear that the use of lmList would be advantageous over the use of by(). Marc
On Thu, 2005-08-25 at 11:52 -0500, Marc Schwartz (via MN) wrote:
That works also (using the example in ?lmList) library(lme4) ?lmList fm1 <- lmList(breaks ~ wool | tension, warpbreaks) However, one still would need to use either sapply() or lapply() as below to get the details that Krishna is looking for. 'fm1' above is a list of models (S4 class 'lmList') not overly different from 'tmp' below, which is a list of models (S3 class 'by'). If you review str(fm1) and str(tmp), you would note that they are virtually identical, save the use of slots, etc. HTH, Marc Schwartz On Thu, 2005-08-25 at 12:17 -0400, Randy Johnson wrote:
What about using lmList from the lme4 package? Randy On 8/25/05 9:44 AM, "Marc Schwartz" <MSchwartz at mn.rr.com> wrote:
Also, looking at the last example in ?by would be helpful: attach(warpbreaks) tmp <- by(warpbreaks, tension, function(x) lm(breaks ~ wool, data = x)) # To get coefficients: sapply(tmp, coef) # To get residuals: sapply(tmp, resid) # To get the model matrix: sapply(tmp, model.matrix) To get the summary() output, I suspect that using: lapply(tmp, summary) would yield more familiar output as compared to using: sapply(tmp, summary) The output from the latter might require a bit more "navigation" through the resultant matrix, depending upon how the output is to be ultimately used. HTH, Marc Schwartz On Thu, 2005-08-25 at 14:57 +0200, TEMPL Matthias wrote:
Look more carefully at ?lm at the See Also section ... X <- rnorm(30) Y <- rnorm(30) lm(Y~X) summary(lm(Y~X)) Best, Matthias
Hi all I used a function
qtrregr <- by(AB, AB$qtr, function(AB) lm(AB$X~AB$Y))
objective is to run a regression on quartery subsets in the data set AB, having variables X and Y, grouped by variable qtr. Now i retrieved the output using qtrregr, however it only showed the coefficients (intercept and B) with out significant levels and residuals for each qtr. Can some on help me on how can retrieve the detailed regression output. rgds snvk
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