blob: cd10e844371463630e2f94865c896791db2773d4 [file] [log] [blame]
# File src/library/stats/R/cancor.R
# Part of the R package, https://www.R-project.org
#
# Copyright (C) 1995-2012 The R Core Team
#
# This program is free software; you can redistribute it and/or modify
# it under the terms of the GNU General Public License as published by
# the Free Software Foundation; either version 2 of the License, or
# (at your option) any later version.
#
# This program is distributed in the hope that it will be useful,
# but WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
# GNU General Public License for more details.
#
# A copy of the GNU General Public License is available at
# https://www.R-project.org/Licenses/
## Seber pages 506-507, after a Golub original
cancor <- function(x, y, xcenter=TRUE, ycenter=TRUE)
{
x <- as.matrix(x)
y <- as.matrix(y)
if((nr <- nrow(x)) != nrow(y)) stop("unequal number of rows in 'cancor'")
ncx <- ncol(x)
ncy <- ncol(y)
if(!nr || !ncx || !ncy) stop("dimension 0 in 'x' or 'y'")
if(is.logical(xcenter)) {
if(xcenter) {
xcenter <- colMeans(x,)
x <- x - rep(xcenter, rep.int(nr, ncx))
}
else xcenter <- rep.int(0, ncx)
}
else {
xcenter <- rep_len(xcenter, ncx)
x <- x - rep(xcenter, rep.int(nr, ncx))
}
if(is.logical(ycenter)) {
if(ycenter) {
ycenter <- colMeans(y)
y <- y - rep(ycenter, rep.int(nr, ncy))
}
else ycenter <- rep.int(0, ncy)
}
else {
ycenter <- rep_len(ycenter, ncy)
y <- y - rep(ycenter, rep.int(nr, ncy))
}
qx <- qr(x)
qy <- qr(y)
dx <- qx$rank; if(!dx) stop("'x' has rank 0")
dy <- qy$rank; if(!dy) stop("'y' has rank 0")
## compute svd(Qx'Qy)
z <- svd(qr.qty(qx, qr.qy(qy, diag(1, nr, dy)))[1L:dx,, drop = FALSE],
dx, dy)
xcoef <- backsolve((qx$qr)[1L:dx, 1L:dx, drop = FALSE], z$u)
rownames(xcoef) <- colnames(x)[qx$pivot][1L:dx]
ycoef <- backsolve((qy$qr)[1L:dy, 1L:dy, drop = FALSE], z$v)
rownames(ycoef) <- colnames(y)[qy$pivot][1L:dy]
list(cor = z$d, xcoef = xcoef, ycoef = ycoef, xcenter = xcenter,
ycenter = ycenter)
}