Which of the following statements about SVM is true?

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Question: Which of the following statements about SVM is true?

Options:

Correct Answer: SVM is sensitive to outliers

Solution:

SVM is sensitive to outliers, as they can affect the position of the decision boundary.

Which of the following statements about SVM is true?

Which of the following statements about SVM is true?

Step 1: Understand what SVM (Support Vector Machine) is. It is a type of machine learning algorithm used for classification tasks.
Step 2: Learn about decision boundaries. SVM creates a line (or hyperplane) that separates different classes in the data.
Step 3: Know what outliers are. Outliers are data points that are significantly different from other data points.
Step 4: Recognize that outliers can influence the decision boundary created by SVM.
Step 5: Conclude that if there are outliers in the data, they can change where the decision boundary is placed, making SVM sensitive to them.

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