[R] Creating a sparse matrix from a file
Pallavi Palleti
pallavip.05 at gmail.com
Tue Oct 27 05:19:29 CET 2009
Hi David,
Thanks for your help. This is exactly what I want.
But, I have number of rows of my matrix = 25k and columns size as 80k. So,
when I define a matrix object, it is throwing an error saying can not
allocate a vector of length (25K * 80k). I heard that, this data can still
be loaded into R using sparseMatrix. However, I couldn't get a syntax for
creating the same. Could someone kindly help me in this regard.
Thanks
Pallavi
David Winsemius wrote:
>
>
> On Oct 26, 2009, at 5:06 AM, Pallavi Palleti wrote:
>
>>
>> Hi all,
>>
>> I am new to R and learning the same. I would like to create a sparse
>> matrix
>> from an existing file whose contents are in the format
>> "rowIndex,columnIndex,value"
>>
>> for ex:
>> 1,2,14
>> 2,4,15
>>
>> I would like to create a sparse matrix by taking the above as input.
>> However, I couldn't find an example where the data was being read
>> from a
>> file. I tried searching in R tutorial and also searched for the same
>> in web
>> but in vain. Could some one kindly help me how to give the above
>> format as
>> input in R to create a sparse matrix.
>
> ex <- read.table(textConnection("1,2,14
> 2,4,15") , sep=",")
> ex
> # V1 V2 V3
> #1 1 2 14
> #2 2 4 15
>
> M <- Matrix(0, 20, 20)
>
> > M
> #20 x 20 sparse Matrix of class "dsCMatrix"
>
> [1,] . . . . . . . . . . . . . . . . . . . .
> [2,] . . . . . . . . . . . . . . . . . . . .
> [3,] . . . . . . . . . . . . . . . . . . . .
> snip
>
> for (i in 1:nrow(ex) ) { M[ex[i, 1], ex[i, 2] ] <- ex[i, 3] }
>
> > M
> 20 x 20 sparse Matrix of class "dgCMatrix"
>
> [1,] . 14 . . . . . . . . . . . . . . . . . .
> [2,] . . . 15 . . . . . . . . . . . . . . . .
> [3,] . . . . . . . . . . . . . . . . . . . .
> snip
> >
> --
>
> David Winsemius, MD
> Heritage Laboratories
> West Hartford, CT
>
> ______________________________________________
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