[R] row-echelon form (was no subject)
John Fox
jfox at mcmaster.ca
Thu Mar 4 16:37:32 CET 2004
Dear Spencer,
The R matrix from the qr decomposition isn't quite in row-echelon form,
because the leading entry in each row is not 1, and the other entries in a
column with a leading entry aren't all 0. Some more examples:
> A # nonsingular
[,1] [,2] [,3]
[1,] 2 -2 0
[2,] 1 -1 1
[3,] 4 4 -4
> rowEchelonForm(A)
[,1] [,2] [,3]
[1,] 1 0 0
[2,] 0 1 0
[3,] 0 0 1
> qr.R(qr(A))
[,1] [,2] [,3]
[1,] -4.582576 -2.400397 3.2732684
[2,] 0.000000 3.903600 -2.3421602
[3,] 0.000000 0.000000 0.8944272
> B # rank 2
[,1] [,2] [,3] [,4]
[1,] -2 0 -1 2
[2,] 4 0 1 0
[3,] 6 0 1 2
> rowEchelonForm(B)
[,1] [,2] [,3] [,4]
[1,] 1 0 0 1
[2,] 0 0 1 -4
[3,] 0 0 0 0
> qr.R(qr(B))
[,1] [,2] [,3] [,4]
[1,] 7.483315 1.6035675 0 1.069045e+00
[2,] 0.000000 0.6546537 0 -2.618615e+00
[3,] 0.000000 0.0000000 0 6.336077e-16
Regards,
John
> -----Original Message-----
> From: Spencer Graves [mailto:spencer.graves at pdf.com]
> Sent: Thursday, March 04, 2004 9:31 AM
> To: John Fox
> Cc: 'Aimin Yan'; r-help at stat.math.ethz.ch
> Subject: Re: [R] row-echelon form (was no subject)
>
> How about the following:
>
> > A <- array(1:6, dim=c(3, 2))
> > A.qr <- qr(A)
> > qr.R(A.qr)
> [,1] [,2]
> [1,] -3.741657 -8.552360
> [2,] 0.000000 1.963961
> >
> I'm no expert, either, and I don't have time now to
> research this further. Perhaps someone else can further
> enlighten us both.
> spencer graves
>
> John Fox wrote:
>
> >Dear Spencer,
> >
> >I'd be surprised if the qr decomposition as computed in R
> weren't a lot
> >more stable numerically, but I'm no expert. As well, I don't
> know how
> >to get the row-echelon form from the qr decomposition -- though I
> >suspect that you or someone else on the list is about to
> enlighten me.
> >
> >Regards,
> > John
> >
> >
> >
> >>-----Original Message-----
> >>From: Spencer Graves [mailto:spencer.graves at pdf.com]
> >>Sent: Wednesday, March 03, 2004 10:45 PM
> >>To: John Fox
> >>Cc: 'Aimin Yan'; r-help at stat.math.ethz.ch
> >>Subject: Re: [R] row-echelon form (was no subject)
> >>
> >>How does this compare with R of the qr decomposition?
> spencer graves
> >>
> >>John Fox wrote:
> >>
> >>
> >>
> >>>Dear Amin,
> >>>
> >>>I have a function (created just for demonstration, and reproduced
> >>>below) for finding the row-echelon form of a matrix. I'm
> >>>
> >>>
> >>sure that many
> >>
> >>
> >>>list members could produce something that's better
> numerically, but
> >>>this should be OK at least for toy problems.
> >>>
> >>>John
> >>>
> >>>--------- snip -------------
> >>>
> >>>rowEchelonForm <- function(X, tol=.Machine$double.eps){
> >>> if ((!is.matrix(X)) || (!is.numeric(X))) stop("argument
> >>>
> >>>
> >>must be a
> >>
> >>
> >>>numeric matrix")
> >>> Z <- X
> >>> for (i in 1:min(dim(X))){
> >>> if (i > 1) Z[i-1,] <- 0
> >>> which <- which.max(abs(Z[,i])) # find maximum pivot
> >>>
> >>>
> >>in current
> >>
> >>
> >>>column at or below current row
> >>> pivot <- X[which, i]
> >>> if (abs(pivot) <= tol) next # check for 0 pivot
> >>> if (which > i) X[c(i,which),] <- X[c(which,i),] #
> >>>
> >>>
> >>exchange rows
> >>
> >>
> >>> X[i,] <- X[i,]/pivot # pivot
> >>> row <- X[i,]
> >>> X <- X - outer(X[,i], row) # sweep
> >>> X[i,] <- row # restore current row
> >>> }
> >>> n <- nrow(X)
> >>> for (i in 1:n) if (max(abs(X[i,])) <= tol) X[c(i,n),] <-
> >>>
> >>>
> >>X[c(n,i),] #
> >>
> >>
> >>>0 rows to bottom
> >>> X
> >>> }
> >>>
> >>>
> >>>
> >>>
> >>>
> >>>
> >>>>-----Original Message-----
> >>>>From: r-help-bounces at stat.math.ethz.ch
> >>>>[mailto:r-help-bounces at stat.math.ethz.ch] On Behalf Of Aimin Yan
> >>>>Sent: Wednesday, March 03, 2004 2:42 PM
> >>>>To: r-help at stat.math.ethz.ch
> >>>>Subject: [R] (no subject)
> >>>>
> >>>>how to produce a Row Reduced Echelon Form for a matrix in R?
> >>>>Aimin Yan
> >>>>
> >>>>______________________________________________
> >>>>R-help at stat.math.ethz.ch mailing list
> >>>>https://www.stat.math.ethz.ch/mailman/listinfo/r-help
> >>>>PLEASE do read the posting guide!
> >>>>http://www.R-project.org/posting-guide.html
> >>>>
> >>>>
> >>>>
> >>>>
> >>>______________________________________________
> >>>R-help at stat.math.ethz.ch mailing list
> >>>https://www.stat.math.ethz.ch/mailman/listinfo/r-help
> >>>PLEASE do read the posting guide!
> >>>http://www.R-project.org/posting-guide.html
> >>>
> >>>
> >>>
> >>>
> >
> >
> >
>
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