Fair Regression under Sample Selection Bias

Keyphrases

• Sample Selection Bias 100%
• Fairness Notion 100%
• Training Data 75%
• Testing Data 50%
• Lagrange Duality 50%
• Heckman Model 50%
• Popular 25%
• Mean Squared Error 25%
• Selection Strategy 25%
• Pearson Correlation 25%
• Approximation Methods 25%
• Explicit Formula 25%
• Inequality Constraints 25%
• Bias Correction 25%
• Regression-based Method 25%
• Sample Selection 25%
• Equality Constraints 25%
• Convex Optimization 25%
• Iterative Optimization 25%
• Strong Duality 25%
• Derived Variables 25%
• Primal Problem 25%
• Sensitive Attribute 25%
• Utility Metrics 25%
• Fairness Metrics 25%
• Hidden Process 25%
• Regression Research 25%
• Inverse Mills Ratio 25%

Mathematics

• Training Data 100%
• Squared Error 50%
• Explicit Formula 50%
• Inequality Constraint 50%
• Dependent Variable 50%
• Approximation Method 50%
• Duality Theory 50%
• Equality Constraint 50%
• Strong Duality 50%
• Primal Problem 50%
• Pearson Correlation 50%
• Variable Value 50%
• Inverse Mill Ratio 50%