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What are the 3 data pre-processing techniques to handle outliers?

Data pre-processing techniques

  • Winsorize (cap at threshold).
  • Transform to reduce skew (using Box-Cox or similar).

Remove outliers if you’re certain they are anomalies or measurement errors.