rvaradhan at jhmi.edu
2009-Jun-17 21:45 UTC
[Rd] Inverting a square matrix using solve() with LAPACK=TRUE (PR#13762)
Full_Name: Ravi Varadhan Version: 2.8.1 OS: Windows Submission from: (NULL) (162.129.251.19) Inverting a matrix with solve(), but using LAPACK=TRUE, gives erroneous results: Here is an example: hilbert <- function(n) { i <- 1:n; 1 / outer(i - 1, i, "+") } h5 <- hilbert(5) hinv1 <- solve(qr(h5)) hinv2 <- solve(qr(h5, LAPACK=TRUE)) all.equal(hinv1, hinv2) # They are not equal Here is a function that I wrote to correct this problem: solve.lapack <- function(A, LAPACK=TRUE, tol=1.e-07) { # A function to invert a matrix using "LAPACK" or "LINPACK" if (nrow(A) != ncol(A)) stop("Matrix muxt be square") qrA <- qr(A, LAPACK=LAPACK, tol=tol) if (LAPACK) { apply(diag(1, ncol(A)), 2, function(x) solve(qrA, x)) } else solve(qrA) } hinv3 <- solve.lapack(h5) all.equal(hinv1, hinv3) # Now, they are equal
Peter Dalgaard
2009-Jun-18 07:14 UTC
[Rd] Inverting a square matrix using solve() with LAPACK=TRUE (PR#13762)
rvaradhan at jhmi.edu wrote:> Full_Name: Ravi Varadhan > Version: 2.8.1 > OS: Windows > Submission from: (NULL) (162.129.251.19) > > > Inverting a matrix with solve(), but using LAPACK=TRUE, gives erroneous > results:Thanks, but there seems to be a much easier fix. Inside coef.qr, we have coef[qr$pivot, ] <- .Call("qr_coef_real", qr, y, PACKAGE = "base")[seq_len(p)] which should be [seq_len(p),] (otherwise, in the matrix case, the RHS will recycle only the 1st p elements, i.e., the 1st column).> > Here is an example: > > hilbert <- function(n) { i <- 1:n; 1 / outer(i - 1, i, "+") } > h5 <- hilbert(5) > hinv1 <- solve(qr(h5)) > hinv2 <- solve(qr(h5, LAPACK=TRUE)) > all.equal(hinv1, hinv2) # They are not equal > > Here is a function that I wrote to correct this problem: > > solve.lapack <- function(A, LAPACK=TRUE, tol=1.e-07) { > # A function to invert a matrix using "LAPACK" or "LINPACK" > if (nrow(A) != ncol(A)) stop("Matrix muxt be square") > qrA <- qr(A, LAPACK=LAPACK, tol=tol) > if (LAPACK) { > apply(diag(1, ncol(A)), 2, function(x) solve(qrA, x)) > } else solve(qrA) > } > > hinv3 <- solve.lapack(h5) > all.equal(hinv1, hinv3) # Now, they are equal > > ______________________________________________ > R-devel at r-project.org mailing list > https://stat.ethz.ch/mailman/listinfo/r-devel-- O__ ---- Peter Dalgaard ?ster Farimagsgade 5, Entr.B c/ /'_ --- Dept. of Biostatistics PO Box 2099, 1014 Cph. K (*) \(*) -- University of Copenhagen Denmark Ph: (+45) 35327918 ~~~~~~~~~~ - (p.dalgaard at biostat.ku.dk) FAX: (+45) 35327907