What is the purpose of tree pruning in decision tree methods?

Group of answer choices

To increase the complexity of the tree for better accuracy

To perform recursive binary splitting and calculate the classification error rate

To reduce overfitting by creating a smaller tree with fewer splits

To calculate the Gini index and entropy for each possible split