wcrossprod function

Weighted Matrix Crossproduct

Weighted Matrix Crossproduct

Given matrices x and y as arguments and an optional matrix or vector of weights, w, return a weighted matrix cross-product, t(x) w y. If no weights are supplied, or the weights are constant, the function uses crossprod for speed.

wcrossprod(x, y, w)

Arguments

  • x,y: x, y numeric matrices; missing(y) is taken to be the same matrix as x. Vectors are promoted to single-column or single-row matrices, depending on the context.
  • w: A numeric vector or matrix of weights, conformable with x and y.

Returns

A numeric matrix, with appropriate dimnames taken from x and y.

Author(s)

Michael Friendly, John Fox jfox@mcmaster.ca

See Also

crossprod

Examples

set.seed(12345) n <- 24 drop <- 4 sex <- sample(c("M", "F"), n, replace=TRUE) x1 <- 1:n x2 <- sample(1:n) extra <- c( rep(0, n - drop), floor(15 + 10 * rnorm(drop)) ) y1 <- x1 + 3*x2 + 6*(sex=="M") + floor(10 * rnorm(n)) + extra y2 <- x1 - 2*x2 - 8*(sex=="M") + floor(10 * rnorm(n)) + extra # assign non-zero weights to 'dropped' obs wt <- c(rep(1, n-drop), rep(.2,drop)) X <- cbind(x1, x2) Y <- cbind(y1, y2) wcrossprod(X) wcrossprod(X, w=wt) wcrossprod(X, Y) wcrossprod(X, Y, w=wt) wcrossprod(x1, y1) wcrossprod(x1, y1, w=wt)