FairPipes: Data Mutation Pipelines for Machine Learning Fairness

INIS

• data 100%
• mutations 100%
• machine learning 100%
• pipelines 100%
• sensitivity 50%
• performance 33%
• distribution 16%
• applications 16%
• values 16%
• levels 16%
• assessments 16%
• optimization 16%
• datasets 16%
• vectors 16%
• variations 16%
• perturbations 16%
• metrics 16%
• testing 16%
• credits 16%
• decision making 16%
• mitigation 16%
• crime 16%

Keyphrases

• Machine Learning Fairness 100%
• Data mutation 100%
• Crime Recidivism 20%
• Data Perturbation 20%
• Decision-making Applications 20%
• Credit Attribution 20%
• Mitigation Approaches 20%
• Metric Approach 20%
• Generalization Ability 20%
• Sensitive Attribute 20%
• Fairness Testing 20%
• Performance Ability 20%
• Fair Ranking 20%
• Perceptron 20%
• Fairness Metrics 20%

Computer Science

• Machine Learning 100%
• Mutation Operator 16%
• Fairness Performance 16%
• Generalization Ability 16%
• Sensitive Attribute 16%
• Decision-Making 16%
• Support Vector Machine 16%