Last active
December 25, 2015 05:39
-
-
Save ericpgreen/6926595 to your computer and use it in GitHub Desktop.
modification to bootSem for R sem package to prevent crashing on Mac
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
# bootstrapped standard errors and confidence intervals for sem | |
# original sem code from sem:::bootSem.sem | |
# original post: http://r.789695.n4.nabble.com/Bootstrap-bootSem-causes-R-to-crash-tp4661900p4677999.html | |
# commented out lines referencing tcltk | |
bootSem2 <- function (model, R = 100, Cov = cov, data = model$data, max.failures = 10, | |
...) | |
{ | |
refit <- function() { | |
indices <- sample(N, N, replace = TRUE) | |
S <- Cov(data[indices, ]) | |
refitted.model <- sem(ram, S, N, param.names = coef.names, | |
var.names = var.names, optimizer = model$optimizer, | |
objective = model$objective, ...) | |
refitted.model$coeff | |
} | |
if (!require("boot")) | |
stop("package boot not available") | |
#has.tcltk <- require("tcltk") | |
#if (has.tcltk) | |
# pb <- tkProgressBar("Bootstrap Sampling", "Bootstrap sample: ", | |
# 0, R) | |
if (!exists(".Random.seed", envir = .GlobalEnv, inherits = FALSE)) | |
runif(1) | |
seed <- get(".Random.seed", envir = .GlobalEnv, inherits = FALSE) | |
warn <- options(warn = -2) | |
on.exit(options(warn)) | |
nErrors <- 0 | |
if (is.null(data)) | |
stop("the model object doesn't contain a data matrix") | |
N <- nrow(data) | |
coefficients <- model$coeff | |
coef.names <- names(coefficients) | |
var.names <- model$var.names | |
ram <- model$ram | |
ram[coef.names, "start value"] <- coefficients | |
coefs <- matrix(numeric(0), R, length(coefficients)) | |
colnames(coefs) <- coef.names | |
for (b in 1:R) { | |
#if (has.tcltk) | |
# setTkProgressBar(pb, b, label = sprintf("Bootstrap sample: %d", | |
# b)) | |
for (try in 1:(max.failures + 1)) { | |
if (try > max.failures) | |
stop("more than ", max.failures, " consecutive convergence failures") | |
res <- try(refit(), silent = TRUE) | |
if (inherits(res, "try-error")) | |
nErrors <- nErrors + 1 | |
else { | |
coefs[b, ] <- res | |
(break)() | |
} | |
} | |
} | |
options(warn) | |
if (nErrors > 0) | |
warning("there were", nErrors, "apparent convergence failures;\nthese are discarded from the", | |
R, "bootstrap replications returned") | |
res <- list(t0 = coefficients, t = coefs, R = R, data = data, | |
seed = seed, statistic = refit, sim = "ordinary", stype = "i", | |
call = match.call(), strata = rep(1, N), weights = rep(1/N, | |
N)) | |
res$call[[1]] <- as.name("bootSem") | |
#if (has.tcltk) | |
# close(pb) | |
class(res) <- c("bootsem", "boot") | |
res | |
} |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment