Dealing with Missing Data

Definition

There are two approaches when dealing with missing data:

1. Two Stage Approach: impute missing data, then use the complete data for prediction
2. Direct Approach: learn a classifier (or regressor) that naturally handles missing data. Direct Methods for Missing Data

References

Matrix Completion (Imputing Data)