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Fair Learning With Missing Values
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Classroom Contents
Fairness without Imputation: A Decision Tree Approach for Fair Prediction with Missing Values
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- 1 Intro
- 2 Data Missing Patterns Depend on Sensitive Group Attributes
- 3 Group Fairness Metrics
- 4 Fair Machine Learning Literature
- 5 Fair Learning With Missing Values
- 6 Main Contributions
- 7 Biased imputation method
- 8 Mismatched imputation methods
- 9 Imputation without being aware of the downstream task
- 10 Numerical Results of Fair MIP Forest Algorithm
- 11 Future Directions
