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Which of the following is a characteristic of SVM?

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Question: Which of the following is a characteristic of SVM?

Options:

  1. It can only be used for binary classification
  2. It is sensitive to outliers
  3. It can handle multi-class classification using one-vs-one or one-vs-all strategies
  4. It requires a large amount of labeled data

Correct Answer: It can handle multi-class classification using one-vs-one or one-vs-all strategies

Solution: 

SVM can handle multi-class classification problems using strategies like one-vs-one or one-vs-all.

Which of the following is a characteristic of SVM?

Practice Questions

Q1
Which of the following is a characteristic of SVM?
  1. It can only be used for binary classification
  2. It is sensitive to outliers
  3. It can handle multi-class classification using one-vs-one or one-vs-all strategies
  4. It requires a large amount of labeled data

Questions & Step-by-Step Solutions

Which of the following is a characteristic of SVM?
  • Step 1: Understand what SVM stands for. SVM means Support Vector Machine, which is a type of machine learning algorithm.
  • Step 2: Learn that SVM is used for classification tasks, which means it helps to categorize data into different groups.
  • Step 3: Recognize that sometimes we have more than two groups to classify data into. This is called multi-class classification.
  • Step 4: Know that SVM can handle multi-class classification problems using specific strategies.
  • Step 5: Identify the two common strategies used by SVM for multi-class classification: one-vs-one and one-vs-all.
  • Step 6: One-vs-one means comparing every pair of classes to find the best separator, while one-vs-all means comparing one class against all other classes.
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