Re: [R] quasi-random sequences

From: Stas Kolenikov <>
Date: Sat, 26 Apr 2008 18:10:44 -0500

You might want to shuffle coordinates independently to get rid of the diagonals. Otherwise what quasi-random sequence guarantee are upper boundaries on the coverage errors, but not anything nice-looking and irregular. Sobol' sequences, even though they are theoretically superior to some others (e.g., Halton sequences more popular among economists), are especially nasty in producing bands and bricks on the low dimensional plots.

 Among statisticians, Art Owen from Stanford is almost the only one interested in this sort of stuff (referred to as quasi-Monte Carlo, in his field(s)). You might have better luck on a physics list with a question like yours.

 On Sat, Apr 26, 2008 at 5:22 AM, baptiste Auguié <> wrote:
> Dear list useRs,
> I have to generate a random set of coordinates (x,y) in [-1 ; 1]^2
> for say, N points. At each of these points is drawn a circle (later
> on, an ellipse) of random size, as in:
> > N <- 100
> >
> > positions <- matrix(rnorm(2 * N, mean = 0 , sd= 0.5), nrow=N)
> > sizes<-rnorm(N, mean = 0 , sd= 1)
> > plot(positions,type="p",cex=sizes)
> My problem is to avoid collisions (overlap, really) between the
> points. I would like some random pattern, but with a minimum
> exclusion distance. In looking up "Numerical recipes in C", I found
> out about some Sobol quasi-random sequences, which one can call from
> the gsl package,
> > library(gsl)
> >
> > g <- qrng_alloc(type="sobol",dim=2)
> > qrng_get(g,n= N) ->xy
> >
> > plot((xy),t="p",cex=0.5)
> but this does not look very random: I clearly see some pattern
> (diagonals, etc...), and even the non-overlapping condition is not
> impressive.
> One (painful) way I can foresee is to check the distance between each
> symbol and the others, and move the overlapping ones in a recursive
> manner. Before delving into this, I wanted to check I'm not
> overlooking something in the rgl quasi-random sequences, or missing a
> more obvious way to generate such patterns. Perhaps solving an
> electrostatic problem with a potential both attractive at long
> distances and repulsive at short distances is a better way? I have a
> vague recollection of hearing that somewhere to position points
> evenly on a sphere.

 Stas Kolenikov, also found at  Small print: I don't check Gmail account regularly. mailing list PLEASE do read the posting guide and provide commented, minimal, self-contained, reproducible code. Received on Sat 26 Apr 2008 - 23:16:23 GMT

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