[R] Symmetric Matrix classes
David Winsemius
dwinsemius at comcast.net
Fri Nov 27 05:11:29 CET 2009
On Nov 26, 2009, at 11:00 PM, Gad Abraham wrote:
> On Fri, Nov 27, 2009 at 2:22 PM, David Winsemius <dwinsemius at comcast.net
> > wrote:
>>
>> On Nov 26, 2009, at 9:45 PM, Gad Abraham wrote:
>>
>>> Hi,
>>>
>>> I'd like to store large covariance matrices using Matrix classes.
>>>
>>> dsyMatrix seems like the right one, but I want to specify just the
>>> upper/lower triangle and diagonal and not have to instantiate a huge
>>> n^2 vector just for the sake of having half of it ignored:
>>>
>>> Dumb example:
>>> M <- new("dsyMatrix", uplo="U", x=rnorm(1e4),
>>> Dim=as.integer(c(100, 100)))
>>> diag(M) <- 1
>>>
>>> This doesn't work:
>>> M <- new("dsyMatrix", uplo="U", x=0, Dim=as.integer(c(100, 100)))
>>
>> Per help
>> Slots
>>
>> uplo:A character object indicating if the upper triangle ("U") or
>> the lower
>> triangle ("L") is stored. At present only the lower triangle form is
>> allowed.
>>
>> This "works" ( at least to the extent of not producing an error
>> message)
>> after addressing a couple of other error messages that were helpful.
>>
>> M <- new("dsyMatrix", uplo="L", x=as.double(1:(100*100)),
>> Dim=as.integer(c(100, 100)))
>>
>> I'm not sure that I would have expected the result, though it makes a
>> certain amount of sense after considering the contradictory
>> requirements:
>>
>>> M <- new("dsyMatrix", uplo="L", x=as.double(1:(10*10)),
>>> Dim=as.integer(c(10, 10)))
>>> M
>> 10 x 10 Matrix of class "dsyMatrix"
>> [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10]
>> [1,] 1 2 3 4 5 6 7 8 9 10
>> [2,] 2 12 13 14 15 16 17 18 19 20
>> [3,] 3 13 23 24 25 26 27 28 29 30
>> [4,] 4 14 24 34 35 36 37 38 39 40
>> [5,] 5 15 25 35 45 46 47 48 49 50
>> [6,] 6 16 26 36 46 56 57 58 59 60
>> [7,] 7 17 27 37 47 57 67 68 69 70
>> [8,] 8 18 28 38 48 58 68 78 79 80
>> [9,] 9 19 29 39 49 59 69 79 89 90
>> [10,] 10 20 30 40 50 60 70 80 90 100
>>
>
> But I don't want to specify x=foo where foo is of length n^2, because
> that uses a lot of memory (I have 20000 by 20000 matrices).
>
> I just want to be able to fill in one triangle and diagonal, like you
> can with regular non-Matrix matrices:
> M <- matrix(0, m, n)
> gdata::lowerTriangle(M) <- x
> diag(M) <- y
Then maybe you should pick a Matrix class that suits your desires. You
are the one who said he wanted a symmetric class. There is a
triangular sparse class.
I doubt you will get the lowerTriangle function to work on these
instances of Matrix. When I use the base function lower.tri to index
that 10 x 10 sparse matrix I get an error message that makes me think
you will need to populate these Matrices element by element.
M[lower.tri] <- 0
Error in .local(x, i, j, ..., value) :
not-yet-implemented 'Matrix[<-' method
diag(M) <- 1 # did work.
>
> --
> Gad Abraham
> PhD Student, Dept. CSSE and NICTA
> The University of Melbourne
> Parkville 3010, Victoria, Australia
> email: gabraham at csse.unimelb.edu.au
> web: http://www.csse.unimelb.edu.au/~gabraham
David Winsemius, MD
Heritage Laboratories
West Hartford, CT
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