Fair regression: Quantitative definitions and reduction-based algorithms

Keyphrases

• Least Squares Regression 100%
• Quantitative Reduction 100%
• Quantitative Definition 100%
• Protected Characteristics 100%
• Standard Risk 50%
• Risk Score 50%
• Logistic Regression 50%
• Group Loss 50%
• Minimization Algorithm 50%
• Protecting Groups 50%
• Prediction Error 50%
• Theoretical Properties 50%
• Risk Minimization 50%
• Regression Logistic 50%
• Quantile Regression 50%
• Regression Quantile 50%
• Statistical Parity 50%
• Bounded Group 50%
• Recidivism Rate 50%

Mathematics

• Least Square 100%
• Square Regression 100%
• Optimality 50%
• Logistic Regression 50%
• Quantile Regression 50%
• Prediction Error 50%

Computer Science

• Least Squares Methods 100%
• Risk Minimization 50%
• Prediction Error 50%
• Logistic Regression 50%