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Thread | How does decision tree pruning help in reducing overfitting?
by Gurpreet555 at 10:04 3 Mar 2025
In machine learning, decision tree pruning is an important technique that reduces overfitting while improving the model's ability to generalize new data. Overfitting is when a decision-tree captures noise from the training dataset and becomes too complex. It also becomes highly specific to that data. Unpruned trees may achieve 100% accuracy in the training data, but perform poorly when compared to unseen data. By simplifying the structure of the tree, pruning can address this problem.
There are two types of pruning, pre-pruning or post-pruning. Pre-pruning (also known as early stopping) involves setting limits on the growth of the tree during training. These constraints can include limiting tree depth, defining the minimum number of split samples, or defining an information gain threshold. Pre-pruning can prevent excessive branching by limiting the growth of trees. This can reduce overfitting. Pre-pruning can have a downside, however, as it may stop the tree too soon, missing important patterns.
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Pruning improves model generalization through a reduction in variance. A pruned tree will be less likely to remember noise or fluctuations in the data. This makes it more suitable for real-world prediction. In addition, pruning increases computational efficiency because it reduces the size of the trees, speeding up the prediction process. In practical applications decision tree pruning is used to solve classification and regression problems, where efficiency and interpretability are important.
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