Returns the original matrix from which the object was constructed or the components of the decomposition.
qr.X(qr, complete = FALSE, ncol =)
qr.Q(qr, complete = FALSE, Dvec =)
qr.R(qr, complete = FALSE)
| Parameter | Description |
|---|---|
qr |
object representing a QR decomposition. This will typically have come from a previous call to qr or lsfit. |
complete |
logical expression of length 1. Indicates whether an arbitrary orthogonal completion of the \(\bold{Q}\) or \(\bold{X}\) matrices is to be made, or whether the \(\bold{R}\) matrix is to be completed by binding zero-value rows beneath the square upper triangle. |
ncol |
integer in the range 1:nrow(qr$qr). The number of columns to be in the reconstructed \(\bold{X}\). The default when complete is FALSE is the first min(ncol(X), nrow(X)) columns of the original \(\bold{X}\) from which the qr object was constructed. The default when complete is TRUE is a square matrix with the original \(\bold{X}\) in the first ncol(X) columns and an arbitrary orthogonal completion (unitary completion in the complex case) in the remaining columns. |
Dvec |
vector (not matrix) of diagonal values. Each column of the returned \(\bold{Q}\) will be multiplied by the corresponding diagonal value. Defaults to all 1s. |
# NOT RUN {
p <- ncol(x <- LifeCycleSavings[, -1]) # not the 'sr'
qrstr <- qr(x) # dim(x) == c(n,p)
qrstr $ rank # = 4 = p
Q <- qr.Q(qrstr) # dim(Q) == dim(x)
R <- qr.R(qrstr) # dim(R) == ncol(x)
X <- qr.X(qrstr) # X == x
range(X - as.matrix(x)) # ~ < 6e-12
## X == Q %*% R if there has been no pivoting, as here:
all.equal(unname(X),
unname(Q %*% R))
# example of pivoting
x <- cbind(int = 1,
b1 = rep(1:0, each = 3), b2 = rep(0:1, each = 3),
c1 = rep(c(1,0,0), 2), c2 = rep(c(0,1,0), 2), c3 = rep(c(0,0,1),2))
x # is singular, columns "b2" and "c3" are "extra"
a <- qr(x)
zapsmall(qr.R(a)) # columns are int b1 c1 c2 b2 c3
a$pivot
pivI <- sort.list(a$pivot) # the inverse permutation
all.equal (x, qr.Q(a) %*% qr.R(a)) # no, no
stopifnot(
all.equal(x[, a$pivot], qr.Q(a) %*% qr.R(a)), # TRUE
all.equal(x , qr.Q(a) %*% qr.R(a)[, pivI])) # TRUE too!
# }