[R] More efficient alternative to combn()?
Charles C. Berry
cberry at tajo.ucsd.edu
Fri Mar 26 18:26:01 CET 2010
On Fri, 26 Mar 2010, elgorgonzola wrote:
>
> Hi,
>
> i am working on a problem where i need to compute the products of all
> possible combinations of size m of the elements of a vector. I know that
> this can be achieved using the function combn(), e.g.:
>
>> vector <- 1:6
>> combn(x = vector, m = 3, FUN = function(y) prod(y))
>
> In my case the vector has 2000 elements and i need to compute the values
> specified above for m = 32. Using combn() i encounter problems for m >= 4.
> Is there any alternative to combn() that works more efficiently? Also my
> vector contains many duplicates, so there are actually only about 300
> distinct values in the vector. This reduces the number of possible
> combinations significantly. Is there any way to use this fact to reduce the
> computational cost?
It doesn't matter what the computational cost is.
Even if the problem was just to enumerate the choose(300,32) products of
unique elements you would need more than 10^33 Gigabytes of memory to
store the result.
Unless there is a lot more structure in your problem than you have
described or unless some form of approximation is acceptable, it is not a
problem you can hope to solve.
HTH,
Chuck
>
> Thanks in advance,
>
> El
> --
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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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