Preprocessing Matters: Automated Pipeline Selection for Fair Classification

Keyphrases

• Automated pipeline 100%
• AutoML 100%
• Pareto Front 50%
• Active Area 50%
• Preprocessing Techniques 50%
• Different Datasets 50%
• Large Space 50%
• Genetic Optimization Algorithm 50%
• Classification pipeline 50%
• Near-optimality 50%
• Fairness-aware 50%
• Pipeline Specification 50%

Computer Science

• Automated Machine Learning 100%
• Optimization Algorithm 50%
• Preprocessing Stage 50%
• Pareto Solution 50%