Re: [R] counting the occurrences of vectors

From: Gabor Grothendieck <ggrothendieck_at_myway.com>
Date: Sun 04 Jul 2004 - 02:12:10 EST

Ravi Varadhan <rvaradha <at> jhsph.edu> writes:

> Hi:
>
> I have two matrices, A and B, where A is n x k, and B is m x k, where n >> m
>> k. Is there a computationally fast way to
> count the number of times each row (a k-vector) of B occurs in A? Thanks
for any suggestions.
>
> Best,
> Ravi.

Here are two approaches. The first one is an order of magnitude faster than the second.

R> # test matrices
R> set.seed(1)
R> a <- matrix(sample(3,1000,rep=T),nc=5)
R> b <- matrix(sample(3,100,rep=T),nc=5)

R> f1 <- function(a,b) {

+ a2 <- apply(a, 1, paste, collapse=":")
+ b2 <- apply(b, 1, paste, collapse=":")
+ c(table(c(a2,unique(b2)))[b2] - 1)
+ }

R> f2 <- function(a,b) {

+ ta <- t(a)
+ apply(b,1,function(x)sum(apply(ta == x,2,all)))
+ }

R> gc(); system.time(ans1 <- f1(a,b))
         used (Mb) gc trigger (Mb)
Ncells 458311 12.3     818163 21.9
Vcells 124264  1.0     786432  6.0

[1] 0.03 0.00 0.03 NA NA

R> gc(); system.time(ans2 <- f2(a,b))

         used (Mb) gc trigger (Mb)
Ncells 458312 12.3     818163 21.9
Vcells 124270  1.0     786432  6.0

[1] 0.1 0.0 0.1 NA NA

R> all.equal(ans1, ans2)
[1] TRUE



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