The caret package for R now supports time series cross-validation! (Look for version 5.15-052 in the news file). You can use the createTimeSlices function to do time-series cross-validation with a fixed window, as well as a growing window. This function generates a list of indexes for the training set, as well as a list of indexes for the test set, which you can then pass to the trainControl object.
