Nothing

```
"createFolds" <-
function(y, k = 10, list = TRUE, returnTrain = FALSE)
{
if(is.numeric(y))
{
## Group the numeric data based on their magnitudes
## and sample within those groups.
## When the number of samples is low, we may have
## issues further slicing the numeric data into
## groups. The number of groups will depend on the
## ratio of the number of folds to the sample size.
## At most, we will use quantiles. If the sample
## is too small, we just do regular unstratified
## CV
cuts <- floor(length(y)/k)
if(cuts < 2) cuts <- 2
if(cuts > 5) cuts <- 5
y <- cut(
y,
unique(
quantile(y,
probs =
seq(0, 1, length = cuts))),
include.lowest = TRUE)
}
if(k < length(y))
{
## reset levels so that the possible levels and
## the levels in the vector are the same
y <- factor(as.character(y))
numInClass <- table(y)
foldVector <- vector(mode = "integer", length(y))
## For each class, balance the fold allocation as far
## as possible, then resample the remainder.
## The final assignment of folds is also randomized.
for(i in 1:length(numInClass))
{
## create a vector of integers from 1:k as many times as possible without
## going over the number of samples in the class. Note that if the number
## of samples in a class is less than k, nothing is producd here.
seqVector <- rep(1:k, numInClass[i] %/% k)
## add enough random integers to get length(seqVector) == numInClass[i]
if(numInClass[i] %% k > 0) seqVector <- c(seqVector, sample(1:k, numInClass[i] %% k))
## shuffle the integers for fold assignment and assign to this classes's data
foldVector[which(y == dimnames(numInClass)$y[i])] <- sample(seqVector)
}
} else foldVector <- seq(along = y)
if(list)
{
out <- split(seq(along = y), foldVector)
names(out) <- paste("Fold", gsub(" ", "0", format(seq(along = out))), sep = "")
if(returnTrain) out <- lapply(out, function(data, y) y[-data], y = seq(along = y))
} else out <- foldVector
out
}
createMultiFolds <- function(y, k = 10, times = 5)
{
prettyNums <- paste("Rep", gsub(" ", "0", format(1:times)), sep = "")
for(i in 1:times)
{
tmp <- createFolds(y, k = k, list = TRUE, returnTrain = TRUE)
names(tmp) <- paste("Fold",
gsub(" ", "0", format(seq(along = tmp))),
".",
prettyNums[i],
sep = "")
out <- if(i == 1) tmp else c(out, tmp)
}
out
}
```

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