[R] How to extract from a matrix based on indices in a vector?
Marc Schwartz
marc_schwartz at me.com
Thu Jun 11 02:12:21 CEST 2009
On Jun 10, 2009, at 7:05 PM, William Dunlap wrote:
> Subscripting by a 2-column matrix
> M[cbind(v, seq_len(ncol(M)))]
> uses much less space (hence time) than making
> the ncol(M) by ncol(M) intermediate matrix just
> to extract its diagonal. E.g.
>
> test <- function(n, seed) {
> if (!missing(seed))
> set.seed(seed)
> M <- matrix(sample(LETTERS, 2*n, replace = TRUE), 2)
> v <- sample(2, n, replace=T)
> t1<-system.time(r1<-M[cbind(v,seq_len(ncol(M)))])
> t2<-system.time(r2<-diag(M[v, 1:ncol(M)]))
> list(identical=identical(r1,r2), "time(matrix subscript)"=t1,
> "time(diag(big matrix))"=t2)
> }
>
>> test(100)
> $identical
> [1] TRUE
>
> $`time(matrix subscript)`
> user system elapsed
> 0.000 0.000 0.001
>
> $`time(diag(big matrix))`
> user system elapsed
> 0.001 0.000 0.001
>
>> test(1000)
> $identical
> [1] TRUE
>
> $`time(matrix subscript)`
> user system elapsed
> 0.000 0.000 0.001
>
> $`time(diag(big matrix))`
> user system elapsed
> 0.082 0.021 0.103
>
>> test(5000)
> $identical
> [1] TRUE
>
> $`time(matrix subscript)`
> user system elapsed
> 0.001 0.000 0.001
>
> $`time(diag(big matrix))`
> user system elapsed
> 3.379 0.552 3.932
Nicely done comparison Bill.
Thanks,
Marc
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