Median Imputation Method

What is Median Imputation?

Median Imputation replaces missing values with the median (middle value) of the non-missing values for that feature.

Advantages Over Mean

  • Robust to Outliers: Not affected by extreme values
  • Appropriate for Skewed Data: Better for non-normal distributions

When to Use

  • Continuous data with outliers
  • Skewed distributions
  • When preserving central tendency is important

Related Terms

  • Mean Imputation: Uses average instead
  • Iterative Imputer: More sophisticated method