[R] Running cumulative sums in matrices
Eleni Rapsomaniki
er339 at medschl.cam.ac.uk
Wed Apr 14 15:08:11 CEST 2010
That's really interesting... I have always assumed that for-loops take
longer than apply. Perhaps it depends on the application. I'll try both
in my code and see.
Thank you!
Eleni Rapsomaniki
Research Associate
Tel: +44 (0) 1223 740273
Strangeways Research Laboratory
Department of Public Health and Primary Care
University of Cambridge
-----Original Message-----
From: Dimitris Rizopoulos [mailto:d.rizopoulos at erasmusmc.nl]
Sent: 14 April 2010 13:47
To: Eleni Rapsomaniki
Cc: r-help at r-project.org
Subject: Re: [R] Running cumulative sums in matrices
you can even use a simple for-loop, e.g.,
m1 <- cbind(1:5,1:5,1:5)
out <- m1
for(i in 1:nrow(out))
out[i, ] <- cumsum(out[i, ])
which seems to be faster than apply(m1, 1, cumsum), i.e.,
m1 <- m1[rep(1:5, each = 1e04), ]
library(rbenchmark)
benchmark(
"apply" = apply(m1, 1, cumsum),
"for" = {out <- m1; for(i in 1:nrow(out)) out[i, ] <- cumsum(out[i,
])},
replications = 50, order = "relative"
)
I hope it helps.
Best,
Dimitris
On 4/14/2010 2:18 PM, Eleni Rapsomaniki wrote:
>
> Dear R-helpers,
>
> I have a huge data-set so need to avoid for loops as much as possible.
Can someone think how I can compute the result in the following example
(that uses a for-loop) using some version of apply instead (or any other
similarly super-efficient function)?
>
> example:
> #Suppose a matrix:
> m1=cbind(1:5,1:5,1:5)
>
> #The aim is to create a new matrix with every column containing the
cumulative sum of all previous columns.
> m2=m1
> for(i in 2:ncol(m1)){
> m2[,i]=apply(m1[,1:i],1,sum)
> }
> m2
>
> Many thanks in advance
>
> Eleni Rapsomaniki
>
> Research Associate
> Strangeways Research Laboratory
> Department of Public Health and Primary Care
> University of Cambridge
>
>
> ______________________________________________
> R-help at r-project.org mailing list
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> PLEASE do read the posting guide
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>
--
Dimitris Rizopoulos
Assistant Professor
Department of Biostatistics
Erasmus University Medical Center
Address: PO Box 2040, 3000 CA Rotterdam, the Netherlands
Tel: +31/(0)10/7043478
Fax: +31/(0)10/7043014
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