Dear list,
is R capable of multithreading? At the moment it uses only 1 CPU
out of 4 CPUs on my system. Is there a compilation option or start option so
that R uses multiple CPUs at the same time to accomplish a calculation?
Some information on my system:
R.version
_
platform
Hi,
I would like to ask how can I do the problem as follows by R. Thank you very
much.
Q: Create a list of twenty distinct first names, ten male and ten female, and
store them into an array. Write a routine for selecting a simple random sample
of five names and counts the number of
Dear R helpers,
I would like to know whether there is any package in R for Deming
regression?
Many thanks
Nguyen
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PLEASE do read the posting guide
hello,
we are french student, we have problem for export the test on Excel.
we didn't succed for save and name the test so we can't export it...
can you help us please
thanks
_
mobile comme sur PC !
1) Please update your R: 2.5.0 is imminent.
2) Please read the 'R Installation and Adminstration manual'. R itself in
not multithreaded but can make use of multithreaded BLAS.
3) A search of the list archives would have produced many hits, as does
RSiteSearch(multithreaded), with more
Hi
isnt it a homework?
FYI see
?list
?vector
?data.frame
?sample
?lapply
and some basic stuff like Introduction manual provided with your R
instalation to see how some simple data manipulations can be done.
Regards
Petr Pikal
[EMAIL PROTECTED]
[EMAIL PROTECTED] napsal dne 05.04.2007
Hi
It is difficult from your question to derive what you exactly want. For
reading Excel files there are several ways - see archives. I personally
select some data in Excel press
Ctrl-C and then in R
read.delim(clipboard), however sometimes can be prefered a way through
saving txt or csv
Hello, list
why not add the smart proposal by Greg Snow as a built-in function in
{stats},
just changing the x234 and newc lines to allow for more
distributions to be generated ?
Or do I miss an already existing function to do that ?
Regards. Olivier
# slight modification of the original code
http://r-spatial.sourceforge.net
Linda Smith wrote:
I have a netcdf gridded file with LCC projection. I can easily use
image.plot to visualize it. However, as the axises are in X,Y, not Lat and
Lon, I could not add state or country maps onto it (or lat lon
information).
I do have a
Dear R-experts,
I still have problems with the reading of a matrix.
Input: matrixData6.txt
A-Paar B-Paar C-Paar D-Paar E-Paar
A 1 3 5 7 9
B 2 4 6 8 10
R-commands:
y=read.table(file=Z:/Software/R-Programme/matrixData6.txt)
y
Result:
A.Paar B.Paar C.Paar D.Paar E.Paar
A 1 3
On Wed, 4 Apr 2007, Carlos Guerra wrote:
Dear useR's,
I wanted to load the package GeoXP in my computer but I couldn't because
this warning message appeared:
require(GeoXp)
Carregando pacotes exigidos: GeoXp
Carregando pacotes exigidos: tcltk
Loading Tcl/Tk interface ... Erro em
On Thu, 5 Apr 2007, Leonardo Lami wrote:
my OS is Linux Debian distribution, my R vers is 2.4.0 Patched
(2006-11-25 r39997)
I tried several repositories but the output is ever the same
And you have *still* not had the courtesy to show us what it actually is
(as asked for both by me and the
Thank you very much. It realizes the things I want.
Thanks a lot, Corinna
-Ursprüngliche Nachricht-
Von: [EMAIL PROTECTED] [mailto:[EMAIL PROTECTED] Im Auftrag von Vladimir Eremeev
Gesendet: Donnerstag, 5. April 2007 13:25
An: r-help@stat.math.ethz.ch
Betreff: Re: [R] reading of a
Hi
[EMAIL PROTECTED] napsal dne 05.04.2007 12:50:09:
Dear R-experts,
I still have problems with the reading of a matrix.
Input: matrixData6.txt
A-Paar B-Paar C-Paar D-Paar E-Paar
A 1 3 5 7 9
B 2 4 6 8 10
R-commands:
On Thu, 5 Apr 2007, Leonardo Lami wrote:
Hi
my OS is Linux Debian distribution, my R vers is 2.4.0 Patched
(2006-11-25 r39997)
I tried several repositories but the output is ever the same
Please do not write to the author of the original non-R-project C code -
the package maintainer is
Hi R Users,
In Windows I can clear console using CTRL-L, but can I do this by certain
command in my programs? e.g
for (i in 1:10){
something
clear console
}
Best,
Rob
[[alternative HTML version deleted]]
__
Schmitt, Corinna wrote:
I still have problems with the reading of a matrix.
Input: matrixData6.txt
A-Paar B-Paar C-Paar D-Paar E-Paar
A 1 3 5 7 9
B 2 4 6 8 10
R-commands:
y=read.table(file=Z:/Software/R-Programme/matrixData6.txt)
y
Result:
A.Paar B.Paar C.Paar
Check out:
http://tolstoy.newcastle.edu.au/R/help/06/02/21634.html
On 4/5/07, Robert McFadden [EMAIL PROTECTED] wrote:
Hi R Users,
In Windows I can clear console using CTRL-L, but can I do this by certain
command in my programs? e.g
for (i in 1:10){
something
clear console
}
Hi
my OS is Linux Debian distribution, my R vers is 2.4.0 Patched
(2006-11-25 r39997)
I tried several repositories but the output is ever the same
Thank yor for your help
All the best
Leonardo
Prof Brian Ripley ha scritto:
It's a _package_ that you are looking for (there is something else
?sample
nams - c(rep(a,10), rep(b,10))
table(sample(nams, 5, replace = TRUE))
--- Chia-Yi Tseng [EMAIL PROTECTED] wrote:
Hi,
I would like to ask how can I do the problem as
follows by R. Thank you very much.
Q: Create a list of twenty distinct first names,
ten male and ten
I'm having this problem - and I have seen earlier post on the same
problem - but the solutions either do not work for me or (being fairly
new to linux) I do not understand the suggested actions.
So here goes:
Whenever I try to add a 'main' title R responds with an error that it
can't find any
On Apr 5, 2007, at 6:50 AM, Schmitt, Corinna wrote:
Dear R-experts,
I still have problems with the reading of a matrix.
Input: matrixData6.txt
A-Paar B-Paar C-Paar D-Paar E-Paar
A 1 3 5 7 9
B 2 4 6 8 10
R-commands:
y=read.table(file=Z:/Software/R-Programme/matrixData6.txt)
y
Dear All,
I would like to know if I can use the Wald test or the Score test for testing
a set of parameter in a glmm model estimated by the glmmPQL method. I am
asking this question because I don't know whether the glmmPQL's estimates are
maximum likelihood estimates or not, and also
Hi R users:
Is it any R implementation of a cluster procedure
for large data sets (clara()) but with dissimilary
that can handle continuous, categorical and
nominal variables (daisy()) like
CLARANS (Clustering Large Applications
based up on RANdomized Search), por example?
Thank you for your
If your country or state borders are polygons or polylines, you could convert
them to desired projection using
the function project from the package rgdal.
Latitude-longitude grid also could be added by generating desired polylines
in lat-lon and converting them to the desired projection using
Dear R-help list,
I am working on an optimization with R by evaluating a likelihood
function that contains lots of Gamma calculations (BGNBD: Hardie Fader
Lee 2005 Management Science). Since I am forced to implement lower
bounds for the four parameters included in the model, I chose the
This has been asked previously and I happened to have saved the final
answer:
cls - function() {
require(rcom)
wsh - comCreateObject(Wscript.Shell)
comInvoke(wsh, SendKeys, \014)
invisible(wsh)
}
-Original Message-
From: [EMAIL PROTECTED]
[mailto:[EMAIL
Gabor thank you very much. It works wonderful.
Rob
-Original Message-
From: Gabor Grothendieck [mailto:[EMAIL PROTECTED]
Sent: Thursday, April 05, 2007 1:39 PM
To: Robert McFadden
Cc: r-help@stat.math.ethz.ch
Subject: Re: [R] clear console
Check out:
Hello,
does anyone have experience with reading SPSS Version 15.0 files into R
(version 2.4.1, WinXP)?
I have long been sucessfully reading SPSS files with read.spss from the
wonderful foreign package, but somehow after upgrading from SPSS14 to SPSS15 I
seem to have problems.
Trying a simple
Mango Solutions are pleased to announce the above 3 days R course in
Basel as part of our schedule for Q2 2007.
---
R Graphics -21th - 23rd May 2007 (Basel)
Get 20% off selected Cambridge books for the R-help community.
Until the end of June, R-help users can get an exclusive discount on the
following Cambridge University Press books that use R or S-plus! Simply
visit http://www.cambridge.org/rbooks and click the appropriate link to
get more
On Thu, 5 Apr 2007, Vladimir Eremeev wrote:
If your country or state borders are polygons or polylines, you could
convert them to desired projection using the function project from the
package rgdal.
Latitude-longitude grid also could be added by generating desired
polylines in lat-lon
Dear all,
1)how can I easily get p value for the coefficients of factors in a multinomial
model?
2)why the p values for type III test with Anova are not identical to that
from SAS?
for example:
A,B and C are categorical variables,but the proportions of each level in each
categorical
Dear all,
Could you please point me out to a function or set of functions that
would allow me to
optimize positions on the 2D map of points for which I are distance contrainted?
for example, if I have:
a b c
a 0.0 0.5 0.7
b 0.5 0.0 0.3
c 0.7 0.3 0.0
I would like to obtain (x,y)
Hallo,
does a package for Matlab exist in R?
If yes, where can I find it and how can I install it under R?
Thanks, Corinna
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https://stat.ethz.ch/mailman/listinfo/r-help
PLEASE do read the posting guide
Hi,
In your code, the variables x (which I assume is the observed data), Tvec,
and flag are not passed to the function as arguments. This could be a
potential problem. Another problem could be that you have to use negative
log-likelihood function as input to optim, since by default it minimizes
Dear R Users,
How can I randomize a matrix (with contains only 0 and 1) with the
constraint that margin totals (columns and rows sums) are kept constant?
Some have called this swap permutation or something like that.
The principle is to find bloc of
10
01
and change it for
01
10
there can be
Hallo,
here again my modified information:
does a package for Matlab exist in R? I'm using Windows. I know that
there exist one for UNIX. Does one exist for Windows? If yes, where can
I find it and how can I install it under R?
Thanks, Corinna
__
[EMAIL PROTECTED] napsal dne 05.04.2007 15:24:57:
Hallo,
does a package for Matlab exist in R?
You probably could get quicker answer trying to use some search
posibilities provided by CRAN. In first few hits from Rseek there is a
package R.matlab. I hope it can be installed by a standard
Looking in the archives for Deming regression brings up a previous reply
of mine:
http://finzi.psych.upenn.edu/R/Rhelp02a/archive/57384.html ,
which may shed some light.
David L. Reiner
Rho Trading Securities, LLC
Chicago IL 60605
312-362-4963
-Original Message-
From: [EMAIL PROTECTED]
Hi.
I frequently convert date and time data to and from character
representations. I'm frustrated with chron, because 'seconds' are
required to create a time object (my input data never has seconds).
More importantly, I cannot make chron print the format 12/30/2006 (which
my output data
Hi,
I got this message sometimes too. Try to change the initial value and lower
bound value and see if it works.
Jin
[EMAIL PROTECTED] wrote:
Dear R-help list,
I am working on an optimization with R by evaluating a likelihood
function that contains lots of Gamma calculations
Hi List,
I would like to plot multiple curves (parametric
density curves) in one plot.
For example:
# parameters for three normal density curves
parms =
data.frame(ID=c(1,2,3),mu=c(50,55,60),sigma=c(10,12,15))
# I can easily draw three normal density curves using
curve():
Hi all,
I am trying to use the coxme function to fit a random effect cox model with
correlated frailty. The function is working well but I would like to know
how to get predicted values and residuals.
Thanks for your help,
Youenn Drouet,
Student in biostatistics from Lyon1 university.
Does anyone know of a package that includes the Modified Sims test
[Sims, 1972]?
This test is used in econometrics and is a kind of alternative to the
Granger test [Granger, 1969], which is in the package lmtest.
Thanks in advance,
chris
Refernces:
Granger, C.W.J. (1969), Investigating Causal
On Thu, 5 Apr 2007, Ravi Varadhan wrote:
In your code, the variables x (which I assume is the observed data), Tvec,
and flag are not passed to the function as arguments. This could be a
potential problem.
I think scoping will probably find them.
Another problem could be that you have to
Hi Corinna!
I don't if this is , but look that:
http://cran-r.c3sl.ufpr.br/src/contrib/Descriptions/matlab.html
http://cran-r.c3sl.ufpr.br/src/contrib/Descriptions/R.matlab.html
--
Henrique Dallazuanna
Curitiba-Paraná-Brasil
25° 25' 40 S 49° 16' 22
Petr PIKAL wrote:
You probably could get quicker answer trying to use some search
posibilities provided by CRAN.
OTOH, if we try to google for R, we get 1.880.000.000 hits :-)
Alberto Monteiro
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R-help@stat.math.ethz.ch mailing list
Schmitt, Corinna wrote:
Hallo,
does a package for Matlab exist in R?
To read and write MAT files, there is the R.matlab package:
http://cran.r-project.org/src/contrib/Descriptions/R.matlab.html
This package also enables bidirectional communication
between R and Matlab.
An alternative
Using traditional and lattice(trellis) graphics, the usual approach is
to have your plotting commands in a script file (under windows you can
use the one with the GUI, in linux/unix you can have a text editor open
with the script). Then either run the commands by copy/paste or using
the source
Hello,
we have a question concerning densitymaps.
Actually, we found in the R help for package Geo Xp that the densitymap is
of the following form:
densitymap(long, lat, var,kernel='triweight',listvar=NULL,
listnomvar=NULL,carte=NULL, criteria=NULL,label=,
Try this:
x - 1:100
xyplot(dnorm(x, 50, 10) + dnorm(x, 55, 12) + dnorm(x, 60, 15) ~ x, type = l)
By the way, you can save classic graphics, at least on windows, like this:
### your code
parms - data.frame(ID=c(1,2,3),mu=c(50,55,60),sigma=c(10,12,15))
Dear Xingwang Ye,
As it says on the help page for Anova(), Be very careful in formulating the
model for type-III tests, or the hypotheses tested will not make sense.
It looks as if you fit the model with the default contrast coding for the
factors, contr.treatment. To get sensible Type-III sums
Hi there,
I am running MCMCpack (MCMCirt1d model) on some files (26 items x about 800
1200 individuals).
I have a problem. When I am working on big files, the R program crashes.
More precisely I got the following Microsoft Warning:
***
If you use
Sys.putenv(TZ = GMT)
at the beginning of your session then local time zone and GMT time
zone will be the same so you should not have a problem. This was
not possible, at least on Windows, at the time the R News article
was written.
On 4/5/07, Tim Bergsma [EMAIL PROTECTED] wrote:
Oliver,
I have thought of adding something like this to a package, but here is my
current thinking on the issue.
This question (or similar) has been asked a few times, so there is some demand
for a general answer, I see three approaches:
1. Have an example of the necessary steps archived in a
Dear All,
The institute I work for is organizing an internal workshop for High
Performance Computing (HPC).
I am planning to attend it and talk a bit about fluid dynamics, but
there is also quite a lot of interest devoted to data post-processing
and management of huge data sets.
A lot of people
Hi list,
Is there a function in R to calculate the omega squared (an estimate of the
dependent variance accounted for by the independent variable in the population
for a fixed effects model), or does anyone have some code to let me calculate
this fairly easy out of aov() or anova() output?
Look at the cmdscale function (there are variations in some packages,
but that should get you started).
--
Gregory (Greg) L. Snow Ph.D.
Statistical Data Center
Intermountain Healthcare
[EMAIL PROTECTED]
(801) 408-8111
-Original Message-
From: [EMAIL PROTECTED]
[mailto:[EMAIL
Dear Tobias,
the first packet was succesfull installed.
Please check the link for the last packet again. I get the following error
message if I try to install it:
CC - http://odin.mdacc.tmc.edu/~roebuck/R;
install.packages(rwt, dependencies = TRUE, CRAN = MDACC)
Error in
Dear R-experts,
Thanks for the help. I just istalled everything and will test it after
Easter.
Happy Easter,
Corinna
__
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https://stat.ethz.ch/mailman/listinfo/r-help
PLEASE do read the posting guide
The first 2 links from doing:
RSiteSearch('matlab')
Look like they may answer your question.
--
Gregory (Greg) L. Snow Ph.D.
Statistical Data Center
Intermountain Healthcare
[EMAIL PROTECTED]
(801) 408-8111
-Original Message-
From: [EMAIL PROTECTED]
[mailto:[EMAIL
On 05-Apr-07 13:05:29, Emmanuel Levy wrote:
Dear all,
Could you please point me out to a function or set of functions
that would allow me to optimize positions on the 2D map of points
for which I are distance contrainted?
for example, if I have:
a b c
a 0.0 0.5 0.7
b 0.5 0.0
On 4/5/2007 10:22 AM, Thomas Christin wrote:
Hi there,
I am running MCMCpack (MCMCirt1d model) on some files (26 items x about 800
– 1200 individuals).
I have a problem. When I am working on “big” files, the R program crashes.
More precisely I got the following Microsoft
Hello. I am still a newbie in R. Excuse me if I am asking something obvious. My
efforts to get an answer through browsing the mailing archives failed. I want
to perform an augmented Dickey-Fuller test and to obtain AIC and BIC and to be
able to impose some linear restrictions on the ADF
Dear Mr. Isella,
I just started my PhD Thesis. I need to work with R. Good sources are
Bioconductor (www.bioconductor.org). It is a DB based on R-programming.
Another institute which has good experiences with R is the HKI in Jena,
Germany. Perhaps you can contact Mrs. Radke to get more
Dear All,
Thank you for your replies. That will definitly get me started.
Ted: I said optimize because I suppose that an exact solution does
not necessarily exists sometimes.
Best,
Emmanuel
On 4/5/07, Ted Harding [EMAIL PROTECTED] wrote:
On 05-Apr-07 13:05:29, Emmanuel Levy wrote:
Dear
Gabor,
thanks for the feedback. I like the idea of coercing the system time
zone, and sticking with strptime/strftime. The balance would probably
tip in favor of chron, however, if I could get the format correct.
Apparently the default is two-digit year:
library(chron)
chron(1)
[1] 01/02/70
Dear Martin,
I'll address only part of your question, which is how to get the code for
linear.hypothesis() in the car package: linear.hypothesis() is an S3 generic
function with several methods:
library(car)
methods(linear.hypothesis)
[1] linear.hypothesis.default* linear.hypothesis.glm*
Lorenzo Isella writes:
(4)finally, a list of the advantages for using R over commercial
statistical packages.
Here's my entry on the list, as this was a topic of conversation over
lunch: it's better than the proprietary statistical software I use
most of the time. By better I mean that the
Thank you very much for your responsiveness. Here are the tests that show the
same results, as they must:
linear.hypothesis(model=adfResulm,hypothesis.matrix=Rrestr10,test=Chisq):
Res.Df RSS Df Sum of Sq Chisq Pr(Chisq)
1127 7.3782
2137 7.6848 -10
Thanks for two nice simple solutions.
I did not know about recordPlot() or replayPlot().
Unfortunately these do not give me quite what I want
because I need (for use in another function) an object
of class lattice. I should have mentioned this part
earlier!
However, your first solution using
There are several ways:
1. the default number of year digits is set by the chron.year.abb option.
The R News article mentions this in the Avoiding Errors section but
does suggest you not set it.
options(chron.year.abb = FALSE)
chron(1)
2. Alternately, define:
out.fmt - function(x) with(
On 4/5/07, Tobias Verbeke [EMAIL PROTECTED] wrote:
Schmitt, Corinna wrote:
Hallo,
does a package for Matlab exist in R?
To read and write MAT files, there is the R.matlab package:
http://cran.r-project.org/src/contrib/Descriptions/R.matlab.html
This package also enables bidirectional
Gabor,
The out.fmt approach seems optimal. Thank you!
Tim.
Gabor Grothendieck wrote:
There are several ways:
1. the default number of year digits is set by the chron.year.abb option.
The R News article mentions this in the Avoiding Errors section but
does suggest you not set it.
On 4/5/07, Greg Snow [EMAIL PROTECTED] wrote:
Using traditional and lattice(trellis) graphics, the usual approach is
to have your plotting commands in a script file (under windows you can
use the one with the GUI, in linux/unix you can have a text editor open
with the script). Then either run
Dear Martin,
Note that the F-test provided by linear.hypothesis() in the car package
appears to agree with the Wald test provided by both linear.hypothesis() and
waldtest.systemfit(), while ftest.systemfit() gives a much smaller p-value
and an F that's even larger than the Wald chisquare. This
Hi, there
I'm trying to get the value of the Mean Square from the ANOVA model
summary that comes from specifying the error term, and am wondering if
one can actually do this ( I know it's possible when using anova(lm)
objects and the like, but I'm having a tough time with it under this
The output is of class summary.anovalist so (hint, hint) it is a list.
Try [[ ]] to get list elements.
Without a reproducible example (see the footer and the posting guide) it
is not possible to show you working code.
On Thu, 5 Apr 2007, Michael D. Rennie wrote:
Hi, there
I'm trying to
Dear all,
A few months ago, I asked for your help on the following problem:
I have a list with three (named) numeric vectors:
lst = list(a=c(A=1,B=8) , b=c(A=2,B=3,C=0), c=c(B=2,D=0) )
lst
$a
A B
1 8
$b
A B C
2 3 0
$c
B D
2 0
Now, I'd love to use this list to create the following data
Hi, there
Sorry- I excluded some example code in the haste of my original e-mail.
Please find it included below. Note, however, that the elements in the
list in the summary output appear to be the anova tables themselves-
what I need to do is get inside the anova tables (execute the code
Hello,
I have a question regarding performing manova. I have an experiment where I
want to measure 10 output variables for 3 different measurement methods. Since
each of the methods requires some user interaction, I would also like to
include repeated measures for each of the output
Hi Folks,
The recent correspondence about strange fisher.test result,
and especially Peter Dalgaard's reply on Tue 03 April 2007
(which I want to investigate further) led me to take a close
look at the code for binom.test().
I now have a query!
The code for the two-sided case computes the
On 4/5/2007 5:35 PM, (Ted Harding) wrote:
Hi Folks,
The recent correspondence about strange fisher.test result,
and especially Peter Dalgaard's reply on Tue 03 April 2007
(which I want to investigate further) led me to take a close
look at the code for binom.test().
I now have a query!
Hi out there
Is there a way to get the estimated coefficients in a logistic / Cox
regression without having to specify a 'formula' but by only giving the
model matrix?
Example for Cox regression:
## predictors
n - 50
q1 - rnorm(n)
q2 - rgamma(n, 2, 2)
Z - cbind(q1, q2)
## response
ttf -
Dmitri:
As you apparently have not received a reply
IMHO, one of the glories of R is the ease with which you can create de novo
solutions for little problems like this yourself. While there may be more
efficient,robust, and elegant solutions already available, it can frequently
be
--- Lorenzo Isella [EMAIL PROTECTED] wrote:
(4)finally, a list of the advantages for using R
over commercial
statistical packages. The money-saving in itself is
not a reason good
enough and some people are scared by the lack of
professional support,
though this mailing list is simply
Hi,
I wonder if someone has already figured out a way of making
summary(mylm) # where mylm is an object of the class lm()
to print the (Intercept) at the last line, rather than the first
line of the output. I don't know about, say, biostatistics, but in
economics the intercept is usually the
--- RINNER Heinrich [EMAIL PROTECTED]
wrote:
Hello,
does anyone have experience with reading SPSS
Version 15.0 files into R (version 2.4.1, WinXP)?
I have long been sucessfully reading SPSS files with
read.spss from the wonderful foreign package, but
somehow after upgrading from SPSS14
--- hadley wickham [EMAIL PROTECTED] wrote:
On 4/5/07, Greg Snow
[EMAIL PROTECTED] wrote:
Using traditional and lattice(trellis) graphics,
the usual approach is
to have your plotting commands in a script file
(under windows you can
use the one with the GUI, in linux/unix you can
have
Try this. It captures the output of x and sets idx to the line numbers
of the coefficients, rearranging their order in the next line and printing
them out in the line after that.
my.print.summary.lm - function(x, ...) {
out - capture.output(x)
idx - seq(grep(Intercept, out),
Dear Mark,
Take a look at the Anova() function in the car package. There's an example
of a repeated-measures MANOVA in ?Anova (the last example). Also see
?anova.mlm.
I hope this helps,
John
John Fox
Department of Sociology
McMaster University
Hamilton, Ontario
Not being the developer I cannot answer definitively but, as a frequent user of
SPSS files I can give you my experience.
1) The unrecognized coding is perhaps due to the locale of the SPSS
installation. I have had success reading in files from version 15 but often
encounter that error when the
Hi All
I am trying to translate a proc mixed into a lme() syntax. It seems that I was
able to do it for part of the model, but a few things are still different.
It is a 2-level bivariate model (some call it a pseudo-3-level model).
PROC MIXED DATA=psdata.bivar COVTEST METHOD = ml;
CLASS
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