Mode Imputation Method
What is Mode Imputation?
Mode Imputation replaces missing values with the mode (most frequent value) of the non-missing values.
When to Use
- Categorical Data: Best for non-numeric variables
- Discrete Variables: When values are distinct categories
- Simple Baseline: Quick imputation method
Limitations
- May over-represent the most common category
- Doesn't account for relationships between variables
Related Terms
- Mean Imputation: For continuous data
- Median Imputation: Robust alternative for continuous data