A decision tree is pruned to get (perhaps) a tree that generalize better to independent test data. (We may get a decision tree that might perform worse on the training data but generalization is the goal).
See Information gain and Overfitting for an example. Sometimes simplifying a decision tree gives better results. You made a good investment with your tree, so you have to do everything within your means to keep it healthy and looking great. If you hire Quick Tree Service to do all of your Weymouth, MA tree pruning services then you will make your life a whole lot much easier. By calling us at. today, you can setup anything from tree trimming Missing: data mining.
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Pruning reduces the size of decision trees by removing parts of the tree that do not provide power to classify instances. Decision trees are the most susceptible out of all the machine learning algorithms to overfitting and effective pruning can reduce.