Counterfactual Fairness Evaluation of Machine Learning Models on Educational Datasets

Computer Science

• Sensitive Attribute 100%
• Machine Learning 100%
• Learning System 100%
• Machine Learning Model 100%
• Algorithmic Bias 100%
• Algorithm Fairness 100%

Keyphrases

• Learning Model 100%
• Fair Ranking 100%
• Counterfactual Fairness 100%
• Educational Data 40%
• Individual Fairness 40%
• Machine Learning 20%
• Machine Learning Models 20%
• Students At-risk 20%
• Sensitive Attribute 20%
• Student Performance Prediction 20%
• Educational Settings 20%
• Group Fairness 20%
• Algorithmic Fairness 20%
• Algorithmic Bias 20%
• Fairness Analysis 20%