Which of the following is NOT a characteristic of decision trees?A: Unlikely to overfit dataB: Resistant to outliers and requires minimal data preprocessingC: Easy to understand and interpretD: Can handle both categorical and numerical data
Question
Which of the following is NOT a characteristic of decision trees?A: Unlikely to overfit dataB: Resistant to outliers and requires minimal data preprocessingC: Easy to understand and interpretD: Can handle both categorical and numerical data
Solution
The statement that is NOT a characteristic of decision trees is:
A: Unlikely to overfit data
Explanation: Decision trees are actually prone to overfitting, especially when the tree is particularly deep. This is because they can create complex trees that do not generalize well from the training data to unseen data, hence they can overfit to the training data. The other options (B, C, D) are all true characteristics of decision trees.
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