[R] Generating MVN Data
Prof Brian Ripley
ripley at stats.ox.ac.uk
Tue Feb 13 15:54:07 CET 2007
'should work', yes.
Do what he asked for (in any reasonable reading), no.
> set.seed(1)
> library(mvtnorm) ## you both omitted to mention that
> X <- rmvnorm(n=10,mean=1:2,sigma=matrix(c(1,0.5,0.5,1),2,2))
> var(X)
[,1] [,2]
[1,] 0.4878773 0.1238040
[2,] 0.1238040 0.9508090
Fortunately there is a way to do it, and without even adding unstated
packages to your R installation:
> library(MASS)
> set.seed(1)
> X <- mvrnorm(n=10, mu=1:2, Sigma=matrix(c(1,0.5,0.5,1),2,2), emp=TRUE)
> var(X)
[,1] [,2]
[1,] 1.0 0.5
[2,] 0.5 1.0
On Tue, 13 Feb 2007, Robin Hankin wrote:
> Hi
>
> give rmvnorm() any symmetric positive definite matrix and it should
> work:
>
>
>
> > rmvnorm(n=10,mean=1:2,sigma=matrix(c(1,0.5,0.5,1),2,2))
> [,1] [,2]
> [1,] -0.1118 2.514
> [2,] 1.8667 1.628
> [3,] 3.2477 2.263
> [4,] 1.0166 2.381
> [5,] -0.0888 -0.132
> [6,] -0.9249 0.610
> [7,] 1.5046 3.578
> [8,] 0.8530 0.802
> [9,] 2.2940 2.240
> [10,] 1.1660 2.528
> >
>
>
>
> HTH
>
> rksh
>
>
> On 13 Feb 2007, at 14:14, Rauf Ahmad wrote:
>
>> Dear All
>>
>> I want to generate multivariate normal data in R for a given
>> covariance
>> matrix, i.e. my generated data must have the given covariance
>> matrix. I
>> know the rmvnorm command is to be used but may be I am failing to
>> properly assign the covariance matrix.
>>
>> Any help will be greatly appreciated
>>
>> thanks.
>>
>> M. R. Ahmad
>>
>> ______________________________________________
>> R-help at stat.math.ethz.ch mailing list
>> https://stat.ethz.ch/mailman/listinfo/r-help
>> PLEASE do read the posting guide http://www.R-project.org/posting-
>> guide.html
>> and provide commented, minimal, self-contained, reproducible code.
>
> --
> Robin Hankin
> Uncertainty Analyst
> National Oceanography Centre, Southampton
> European Way, Southampton SO14 3ZH, UK
> tel 023-8059-7743
>
> ______________________________________________
> R-help at stat.math.ethz.ch mailing list
> https://stat.ethz.ch/mailman/listinfo/r-help
> PLEASE do read the posting guide http://www.R-project.org/posting-guide.html
> and provide commented, minimal, self-contained, reproducible code.
>
--
Brian D. Ripley, ripley at stats.ox.ac.uk
Professor of Applied Statistics, http://www.stats.ox.ac.uk/~ripley/
University of Oxford, Tel: +44 1865 272861 (self)
1 South Parks Road, +44 1865 272866 (PA)
Oxford OX1 3TG, UK Fax: +44 1865 272595
More information about the R-help
mailing list