% Generated by roxygen2: do not edit by hand % Please edit documentation in R/directions.R \name{directions.cve} \alias{directions.cve} \alias{directions} \title{Computes projected training data \code{X} for given dimension `k`.} \usage{ \method{directions}{cve}(dr, k) } \arguments{ \item{dr}{Instance of 'cve' as returned by \code{cve}.} \item{k}{SDR dimension to use for projection.} } \description{ Computes projected training data \code{X} for given dimension `k`. } \examples{ # create B for simulation (k = 1) B <- rep(1, 5) / sqrt(5) set.seed(21) # creat predictor data x ~ N(0, I_p) x <- matrix(rnorm(500), 100, 5) # simulate response variable # y = f(B'x) + err # with f(x1) = x1 and err ~ N(0, 0.25^2) y <- x \%*\% B + 0.25 * rnorm(100) # calculate cve with method 'simple' for k = 1 set.seed(21) cve.obj.simple <- cve(y ~ x, k = 1, method = 'simple') # get projected data for k = 1 x.proj <- directions(cve.obj.simple, k = 1) # plot y against projected data plot(x.proj, y) }