While there are several types of cross-validation, this article describes k-fold cross-validation. The best way to get a feel for how k-fold cross-validation can be used with neural networks is to ...

An alternative to limiting tree growth is pruning using k-fold cross-validation. First, we build a reference tree on the entire data set and allow this tree to grow as large as possible.