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-rw-r--r--R/estpoly.R20
1 files changed, 19 insertions, 1 deletions
diff --git a/R/estpoly.R b/R/estpoly.R
index f7293e8..8714ca7 100644
--- a/R/estpoly.R
+++ b/R/estpoly.R
@@ -1,7 +1,25 @@
estARX <- function(data,order=c(0,1,0)){
y <- as.matrix(data$output)
- u <- as.matrix(data$input)
+ u <- as.matrix(data$input); N <- dim(y)[1]
na <- order[1];nb <- order[2]; nk <- order[3]
+ nb1 <- nb+nk; n <- max(na,nb1); df <- N - n
+ padZeros <- function(x,n) c(rep(0,n),x,rep(0,n))
+ yout <- apply(y,2,padZeros,n=n);
+ uout <- apply(u,2,padZeros,n=n);
+ reg <- function(i) cbind(-yout[i-1:na,],uout[i-nk:nb1])
+ X <- t(sapply(n+1:(N+n),reg))
+ Y <- yout[n+1:(N+n),,drop=F]
+
+ qx <- qr(X); coef <- qr.solve(qx,Y)
+ sigma2 <- sum((Y-X%*%coef)^2)/df
+
+ vcov <- sigma2 * chol2inv(qx$qr)
+ colnames(vcov) <- rownames(vcov) <- colnames(X)
+
+ list(coefficients = coef,
+ vcov = vcov,
+ sigma = sqrt(sigma2),
+ df = df)
} \ No newline at end of file