DECISION TREE PRUNING
In order to avoid over fitting pruning can be done
C4.5 STRATEGY
based on the error, it prunes the leaves if the maximum error of the root of a subtree is lower than the weighted sum of the errors of the leaves
where:
BEFORE PRUNING

AFTER PRUNING
