[R] From Distance Matrix to 2D coordinates

Peter Langfelder peter.langfelder at gmail.com
Thu Dec 15 19:58:46 CET 2011

On Thu, Dec 15, 2011 at 10:47 AM, Lorenzo Isella
<lorenzo.isella at gmail.com> wrote:
> Thanks a lot!
> Precisely what I had in mind.
> One last question (an extension of the previous one): can this be extended
> to points in 3D? Once again, given the distance matrix, can I reconstruct a
> set of coordinates (among many possible) for the points in three-dimensional
> space?
> Cheers
> Lorenzo

Yes, you need to specify argument 'k=3' to cmdscale which instructs it
to 'scale' the input into 3 dimensions (the default is 2).

nPoints = 10;
nDim = 3;

points = matrix(runif(nPoints * nDim), nPoints, nDim);

# Their distance:
dst = dist(points)

# Classical multidimensional scaling
mds = cmdscale(dst, k=nDim);

# Distance of the points calculated by mds
dst2 = dist(mds);

# The two distances are equal
all.equal(as.vector(dst), as.vector(dst2))



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