The following methods can be used to clean data for missing values in a particular attribute:
- Ignore the tuple
- Fill in the missing value manually
- Use a global constant to fill in the missing value
- Use the attribute mean to fill in the missing value
- Use the attribute mean for all samples belonging to the same class as the given tuple.
- Use the most probable value to fill in the missing value.
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