[R] How do I sample "cases" within a matrix?
Charles C. Berry
cberry at tajo.ucsd.edu
Wed Apr 29 22:48:49 CEST 2009
See below
On Wed, 29 Apr 2009, Silvia Lomascolo wrote:
>
> Hi R community,
> I am trying to obtain a sample from a matrix but sample(my.matrix) doesn't
> do what I need. I have a matrix of 1287 interactions between the species in
> columns and the species in rows and I want to obtain a smaller matrix with
> say, 800 interactions, that may or may not have the same number of columns
> and/or rows (i.e., some interactions may not be retrieved in a smaller
> sample). For example, my original mock matrix M is
>
>
> [,1] [,2] [,3] [,4] [,5]
> [1,] 140 100 90 40 20
> [2,] 126 90 81 36 18
> [3,] 84 60 54 24 12
> [4,] 70 50 45 20 10
> [5,] 42 30 27 12 6
>
> The command sample(my.matrix) samples whole cells from my matrix, such that
> if the interaction between species 1 and 1 is included in the sample, they
> always show 140 interactions. But what I want is to sample "cases" within
> each cell. My sample matrix S could have =<140 interactions between species
> 1 and 1, =<100 between species 1 and 2, etc. Again, if some combination is
> absent from the sample matrix, that's OK.
>
> Here's my code, in case it helps:
>
> pla<- c(10, 9, 6, 5, 3) #abundance of pla species
> pol<- c(14, 10, 9, 4, 2) #abundance of pol species
> m<-pla%*%t(pol) #matrix of interactions according to pla and pol abundance
> m
> [,1] [,2] [,3] [,4] [,5]
> [1,] 140 100 90 40 20
> [2,] 126 90 81 36 18
> [3,] 84 60 54 24 12
> [4,] 70 50 45 20 10
> [5,] 42 30 27 12 6
>
> sample(m) #doesn't give me what I want...
>
If I understand you,
> m.index <- 1:length(m)
> # sample all 1287:
> new.m <- matrix(table( factor( sample(rep(m.index,m),1287), m.index )),nr=5)
> all.equal(m, new.m) # verify that original was reproduced
[1] TRUE
> # now sample just 800
> new.m <- matrix(table( factor( sample(rep(m.index,m),800), m.index
)),nr=5)
> m-new.m # look at the difference
Chuck
> I have searched the forum for an answer but all questions regarding sampling
> from matrices refer to sampling whole rows or columns, not "cases" within a
> matrix.
> Thanks in advance for any help! Silvia.
> --
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>
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>
Charles C. Berry (858) 534-2098
Dept of Family/Preventive Medicine
E mailto:cberry at tajo.ucsd.edu UC San Diego
http://famprevmed.ucsd.edu/faculty/cberry/ La Jolla, San Diego 92093-0901
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