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Which of the following statements about Decision Trees is true?

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Question: Which of the following statements about Decision Trees is true?

Options:

  1. They can only be used for classification tasks.
  2. They are sensitive to small changes in the data.
  3. They require feature scaling.
  4. They cannot handle missing values.

Correct Answer: They are sensitive to small changes in the data.

Solution: 

Decision Trees are sensitive to small changes in the data, which can lead to different splits and thus different models.

Which of the following statements about Decision Trees is true?

Practice Questions

Q1
Which of the following statements about Decision Trees is true?
  1. They can only be used for classification tasks.
  2. They are sensitive to small changes in the data.
  3. They require feature scaling.
  4. They cannot handle missing values.

Questions & Step-by-Step Solutions

Which of the following statements about Decision Trees is true?
  • Step 1: Understand what a Decision Tree is. It is a model used for making decisions based on data.
  • Step 2: Learn that Decision Trees split data into branches based on certain criteria.
  • Step 3: Recognize that if the data changes even a little, the way the tree splits can also change.
  • Step 4: Realize that these changes can lead to different outcomes or models, meaning the results can vary.
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