[R-SIG-Mac] Erroneous zeros in results using Matrix package
Braun, Michael
braunm at mail.smu.edu
Tue Oct 15 21:10:30 CEST 2013
I suppose that is true. But the problem does not occur in smaller examples. It only occurs when working with very large matrices. That's the whole point. And to be fair, I did warn the members of the list that this is a memory-intensive example.
On Oct 15, 2013, at 1:26 PM, Roger Koenker <rkoenker at illinois.edu> wrote:
> You would be much more likely to get a response to this if you had a _smaller_ reproducible example.
>
> url: www.econ.uiuc.edu/~roger Roger Koenker
> email rkoenker at uiuc.edu Department of Economics
> vox: 217-333-4558 University of Illinois
> fax: 217-244-6678 Urbana, IL 61801
>
> On Oct 15, 2013, at 11:36 AM, Braun, Michael wrote:
>
>> I've come across some interesting behavior using the Matrix package, and I cannot seem to explain it. I have sent this issue to the Matrix maintainers, and Martin Maechler was unable to replicate it on his Linux system. Since it might be something Mac-specific, he suggested that I post here. The complete code is pasted at the bottom of this email, along with my sessionInfo() output.
>>
>> The function f takes 3 parameters: p, k and N. First, it creates A, a lower triangle of a sparse block diagonal matrix with p blocks, and each block being k x k. I then let S = AA', and have L be the lower Cholesky decomposition of L. (I use Cholesky instead of chol because, for my "real" application, because I need the permutation matrix also). I then multiply L by a matrix z, where each column in z is a standard MVN sample.
>>
>> None of the elements should be zero. However, if z becomes very large, I get lots of zero entries.
>>
>> Additionally, you will see that when I try to coerce a large identity matrix to a dtCMatrix, some of the ones are lost.
>>
>> A word of warning: this script does consume a lot of RAM, and it will take several minutes to run. But it would be helpful if someone with a Mac Pro with 32GB of RAM could try to replicate the problem.
>>
>> Thanks in advance for your help.
>>
>> Michael
>>
>>
>> library(Matrix)
>>
>> f <- function(p,k,N) {
>> A <- tril(kronecker(Diagonal(p),Matrix(1:(k^2),k,k)))
>> S <- tcrossprod(A)
>> CH <- Cholesky(S)
>> L <- expand(CH)$L
>> z <- rnorm(N*k*p)
>> dim(z) <- c(p*k,N)
>> y <- L %*% z
>> return(sum(y==0))
>> }
>>
>> system.time(small <- f(p= 100, k=3, N= 200) )
>> system.time(medium <- f(p= 200, k=3, N= 5000) )
>>
>> print(small ) ## 0
>> print(medium) ## 0
>>
>> print( system.time(large.p <- f(p=50000, k=3, N= 5000) ))
>> print( system.time(large.N <- f(p=10000, k=3, N=20000) ))
>>
>> print(large.p) ## I get 536870912, but it should be 0
>> print(large.N) ## I get 536870912, but it should be 0
>>
>> system.time( W1 <- as(diag(10000),"dtCMatrix") )
>> print(sum(diag(W1))) ## should be 10000, and that's what I get
>>
>> system.time( W3 <- as(diag(30000),"dtCMatrix") )
>> print(sum(diag(W3)))## should be 30000, I get 12104
>>
>> sessionInfo()
>> R version 3.0.1 (2013-05-16)
>> Platform: x86_64-apple-darwin12.3.0/x86_64 (64-bit)
>>
>> locale:
>> [1] en_US.UTF-8/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8
>>
>> attached base packages:
>> [1] stats graphics grDevices utils datasets methods base
>>
>> other attached packages:
>> [1] Matrix_1.0-14 lattice_0.20-15
>>
>> loaded via a namespace (and not attached):
>> [1] grid_3.0.1 tools_3.0.1
>>
>> --------------------------
>> Michael Braun
>> Associate Professor of Marketing
>> Cox School of Business
>> Southern Methodist University
>> Dallas, TX 75275
>> braunm _at_ smu.edu
>>
>> _______________________________________________
>> R-SIG-Mac mailing list
>> R-SIG-Mac at r-project.org
>> https://stat.ethz.ch/mailman/listinfo/r-sig-mac
>
More information about the R-SIG-Mac
mailing list