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\name{aple}
\alias{aple}
%- Also NEED an '\alias' for EACH other topic documented here.
\title{Approximate profile-likelihood estimator (APLE)}
\description{
The Approximate profile-likelihood estimator (APLE) of the simultaneous autoregressive model's spatial dependence parameter was introduced in Li et al. (2007). It employs a correction term using the eigenvalues of the spatial weights matrix, and consequently should not be used for large numbers of observations. It also requires that the variable has a mean of zero, and it is assumed that it has been detrended. The spatial weights object is assumed to be row-standardised, that is using default \code{style="W"} in \code{nb2listw}.
}
\usage{
aple(x, listw, override_similarity_check=FALSE, useTrace=TRUE)
}
%- maybe also 'usage' for other objects documented here.
\arguments{
\item{x}{a zero-mean detrended continuous variable}
\item{listw}{a \code{listw} object from for example \code{spdep::nb2listw}}
\item{override_similarity_check}{default FALSE, if TRUE - typically for row-standardised weights with asymmetric underlying general weights - similarity is not checked}
\item{useTrace}{default TRUE, use trace of sparse matrix \code{W \%*\% W} (Li et al. (2010)), if FALSE, use crossproduct of eigenvalues of \code{W} as in Li et al. (2007)}
}
\details{
This implementation has been checked with Hongfei Li's own implementation using her data; her help was very valuable.
}
\value{
A scalar APLE value.
}
\references{Li, H, Calder, C. A. and Cressie N. A. C. (2007) Beyond Moran's I: testing for spatial dependence based on the spatial autoregressive model. Geographical Analysis 39, 357-375; Li, H, Calder, C. A. and Cressie N. A. C. (2012) One-step estimation of spatial dependence parameters: Properties and extensions of the APLE statistic, Journal of Multivariate Analysis 105, 68-84.}
\author{Roger Bivand \email{Roger.Bivand@nhh.no}}
\seealso{\code{\link[spdep]{nb2listw}}, \code{\link{aple.mc}}, \code{\link{aple.plot}}
}
\examples{
wheat <- st_read(system.file("shapes/wheat.gpkg", package="spData")[1], quiet=TRUE)
library(spdep)
nbr1 <- spdep::poly2nb(wheat, queen=FALSE)
nbrl <- spdep::nblag(nbr1, 2)
nbr12 <- spdep::nblag_cumul(nbrl)
cms0 <- with(as.data.frame(wheat), tapply(yield, c, median))
cms1 <- c(model.matrix(~ factor(c) -1, data=wheat) \%*\% cms0)
wheat$yield_detrend <- wheat$yield - cms1
isTRUE(all.equal(c(with(as.data.frame(wheat),
tapply(yield_detrend, c, median))), rep(0.0, 25),
check.attributes=FALSE))
spdep::moran.test(wheat$yield_detrend, spdep::nb2listw(nbr12, style="W"))
aple(as.vector(scale(wheat$yield_detrend, scale=FALSE)), spdep::nb2listw(nbr12, style="W"))
\dontrun{
errorsarlm(yield_detrend ~ 1, wheat, spdep::nb2listw(nbr12, style="W"))
}
}
% Add one or more standard keywords, see file 'KEYWORDS' in the
% R documentation directory.
\keyword{spatial}
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