[R] OT: What distribution is this?
Berwin A Turlach
berwin at maths.uwa.edu.au
Sat Sep 25 17:09:03 CEST 2010
G'day Rainer,
On Sat, 25 Sep 2010 16:24:17 +0200
Rainer M Krug <r.m.krug at gmail.com> wrote:
> This is OT, but I need it for my simulation in R.
>
> I have a special case for sampling with replacement: instead of
> sampling once and replacing it immediately, I sample n times, and
> then replace all n items.
>
>
> So:
>
> N entities
> x samples with replacement
> each sample consists of n sub-samples WITHOUT replacement, which are
> all replaced before the next sample is drawn
>
> My question is: which distribution can I use to describe how often
> each entity of the N has been sampled?
Surely, unless I am missing something, any given entity would have
(marginally) a binomial distribution:
A sub-sample of size n either contains the entity or it does not. The
probability that a sub-sample contains the entity is a function of N
and n alone.
x sub-samples are drawn (with replacement), so the number of times that
an entity has been sampled is the number of sub-samples in which it
appears. This is given by the binomial distribution with parameters x
and p, where p is the probability determined in the previous paragraph.
I guess the fun starts if you try to determine the joint distribution
of two (or more) entities.........
HTH.
Cheers,
Berwin
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