Nothing
if ((! exists("DEBUG")) || (! identical(DEBUG, TRUE))) DEBUG <- FALSE
library(mcmc)
options(digits=4) # avoid rounding differences
set.seed(42)
save.initial.seed <- .Random.seed
d <- 3
witch.which <- 1 - (1 / 2)^(1 / d) * (1 / 4)^(seq(0, 5) / d)
witch.which
ncomp <- length(witch.which)
neighbors <- matrix(FALSE, ncomp, ncomp)
neighbors[row(neighbors) == col(neighbors) + 1] <- TRUE
neighbors[row(neighbors) == col(neighbors) - 1] <- TRUE
neighbors[row(neighbors) == col(neighbors) + 2] <- TRUE
neighbors[row(neighbors) == col(neighbors) - 2] <- TRUE
ludfun <- function(state) {
stopifnot(is.numeric(state))
stopifnot(length(state) == d + 1)
icomp <- state[1]
stopifnot(icomp == as.integer(icomp))
stopifnot(1 <= icomp && icomp <= ncomp)
theta <- state[-1]
if (any(abs(theta) > 1.0)) return(-Inf)
bnd <- witch.which[icomp]
if(bnd >= 1.0)
stop(sprintf("witch.which[%d] >= 1.0", icomp))
if(bnd <= 0.0)
stop(sprintf("witch.which[%d] <= 0.0", icomp))
if (all(abs(theta) > bnd))
return(- (d + 1) * log(2) - d * log(1 - bnd))
return(- (d + 1) * log(2) - log1p(- (1 - bnd)^d))
}
thetas <- matrix(0, ncomp, d)
out <- temper(ludfun, initial = thetas, neighbors = neighbors, nbatch = 50,
blen = 13, nspac = 7, scale = 0.3456789, parallel = TRUE, debug = DEBUG)
names(out)
out$acceptx
out$accepti
### check that have prob 1 / 2 for corners
outfun <- function(state) {
stopifnot(is.matrix(state))
ncomp <- nrow(state)
d <- ncol(state)
foo <- sweep(abs(state), 1, witch.which)
bar <- apply(foo > 0, 1, all)
return(as.numeric(bar))
}
out2 <- temper(out, outfun = outfun)
colMeans(out2$batch)
apply(out2$batch, 2, sd) / sqrt(out$nbatch)
### try again
out3 <- temper(out2, blen = 103)
foo <- cbind(colMeans(out3$batch),
apply(out3$batch, 2, sd) / sqrt(out$nbatch))
colnames(foo) <- c("means", "MCSE")
foo
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