A Survey on Fairness Without Demographics

Keyphrases

• Bias in Machine Learning 25%
• Characteristic Attributes 25%
• Demographic Information 50%
• High Stakes 25%
• Individual-based 25%
• Inherent Characteristics 25%
• Learning Communities 25%
• Machine Learning 25%
• Machine Learning Fairness 25%
• Machine Learning Models 75%
• Sensitive Attribute 100%
• Training Model 25%
• Unfair Treatment 25%

Computer Science

• Characteristic Attribute 25%
• Demographic Information 50%
• Learning Community 25%
• Learning System 50%
• Machine Learning 50%
• Machine Learning Model 75%
• Research Direction 25%
• Research Effort 25%
• Sensitive Attribute 100%

Engineering

• Inherent Characteristic 20%
• Learning System 100%