What is the difference between univariate and multivariate feature selection?

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What is the difference between univariate and multivariate feature selection?

Key points

  • Univariate evaluates features independently
  • Multivariate considers interactions and redundancy
  • Univariate uses statistical tests
  • Multivariate selects subsets collectively
  • Univariate focuses on individual features

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