How can outlier handling techniques potentially impact the accuracy of a predictive model?

  • They can decrease the accuracy by removing important information
  • They can either increase or decrease the accuracy depending on the dataset and model
  • They can increase the accuracy by reducing noise
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Outlier handling techniques can either increase or decrease the accuracy of a predictive model depending on the dataset and model. Properly handled outliers can improve model accuracy, but incorrectly handled outliers or the removal of important information can decrease model accuracy.
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