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#'@title General Least Squares Detrending
#'
#'@description This function detrends the data by general least squares.
#'
#'@usage glsd(y,p)
#'
#'@param y A matrix containing the data to be detrended
#'
#'@param p An integer with value of either 0 or 1 which decides the value of the penalty term, chat.
#' This is either either -7 or -13.5, respectively
#'
#'@return yt A matrix of the detrended data
#'
#'@export
glsd <- function(y, p) {
y <- as.matrix(y)
if (p == 0) {
cbar = -7
}
if (p == 1) {
cbar = -13.5
}
nt <- nrow(as.matrix(y))
z <- matrix(1, nt, 1)
if (p == 1) {
z <- cbind(z, t(seq(1:nt)))
}
abar <- 1 + cbar/nt
ya <- matrix(0, nt, 1)
za <- matrix(0, nt, ncol(z))
ya[1, ] <- y[1]
za[1, ] <- z[1, ]
ya[2:nt, 1] <- y[2:nt, 1] - abar * y[1:I(nt - 1), 1]
za[2:nt, ] <- z[2:nt, ] - abar * z[1:I(nt - 1), ]
bhat <- qr.solve(za, ya)
yt <- y - z %*% bhat
return(yt)
}
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