[R] Permutation of a distance matrix
Dave Roberts
droberts at montana.edu
Wed Nov 28 00:52:27 CET 2007
Andy,
Sorry, my first response was a little hasty. I see you're trying
to preserve the distance of a sample to itself along the diagonal and
the symmetry of the matrix. This is actually simpler.
> library(labdsv)
> dis.bc <- dsvdis(bryceveg,'bray') # bray/curtis dissimilarity matrix
> dis.mat <- as.matrix(dis.bc)
> size <- nrow(dis.mat)
> for (i in 1:999) {
> z <- sample(1:size,size,replace=FALSE)
> tmp <- dis.mat[z,]
> tmp <- tmp[,z]
> # calculate mantel or other
> }
In this case we use the same permuted vector for both the row and column
and preserve the symmetry.
Dave Roberts
Andrew Park wrote:
>
> Hi there,
>
> I would like to find a more efficient way of permuting the rows and columns of a symmetrical matrix that represents ecological or actual distances between objects in space. The permutation is of the type used in a Mantel test.
>
> Specifically, the permutation has to accomplish something like this:
>
>
> Original matrix addresses:
>
> a11 a12 a13
>
> a21 a22 a23
>
> a31 a32 a33
>
>
> Example permutation
>
> a22 a23 a21
>
> a32 a33 a31
>
> a12 a13 a11
>
> that is relative positions of rows and columns are conserved in the permutation.
>
> Basically, I have been doing this in a "for" loop by (1) permuting the raw data vector using "sample", (2) generating a lower triangular distance matrix from the permuted raw data using the "distance" function from "ecodist', and (3) calculating a bunch of statistics including the Mantel correlation and multiple regression statistics, which are then stored in blank matrices that were declared prior to beginning the loop. The whole procedure needs to repeat at least 999 times but 1999 times would be better and 9999 times would be ideal.
>
> The problem is, R-users will know, is that using "for" loops like this is slow, and gets slower the further into the loop you get.
>
> However, I am not a sophisticated programmer, and cannot think of a more efficient way to do this.
>
> Thanks in advance,
>
> Andy Park (University of Winnipeg).
>
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>
>
--
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
David W. Roberts office 406-994-4548
Professor and Head FAX 406-994-3190
Department of Ecology email droberts at montana.edu
Montana State University
Bozeman, MT 59717-3460
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