## ----setup, include=FALSE----------------------------------------------------- knitr::opts_chunk$set( collapse = TRUE, comment = "#>" ) library(FORD) library(FOCI) ## ----example-1---------------------------------------------------------------- set.seed(42) n <- 2000 p <- 100 X <- matrix(rnorm(n * p), ncol = p) colnames(X) <- paste0("X", seq_len(p)) Y <- X[, 1] * X[, 2] + sin(X[, 1] * X[, 3]) + X[, 4]^2 ## ----foci-result1------------------------------------------------------------- result_foci_1 <- foci(Y, X, numCores = 1) result_foci_1 ## ----ford-result1------------------------------------------------------------- result_ford_1 <- ford(Y, X, numCores = 1) result_ford_1 ## ----foci-result2------------------------------------------------------------- result_foci_2 <- foci(Y, X, num_features = 5, stop = FALSE, numCores = 1) result_foci_2 ## ----ford-result2------------------------------------------------------------- result_ford_2 <- ford(Y, X, num_features = 5, stop = FALSE, numCores = 1) result_ford_2