Algorithmic Fairness and Non-Discrimination

Covers the concept of fairness and bias in systems, their types, sources, mitigation and ethical criteria, and the protection of groups from discrimination. Excludes the measurement of bias as a benchmark, which belongs to 9.3, legal redress for an unjust decision, which belongs to 14.8, and cultural and linguistic representation, which belongs to 12.6.

• 9.3 Specialized Benchmarks
• 12.6 Cultural Diversity, Linguistic Inclusion and Accessibility
• 14.8 Legal Liability, Redress and Post-Deployment Monitoring

• 12.1 Dignity and Human Agency
• 12.3 Transparency, Accountability and Traceability
• 12.4 Psychological, Cognitive and Social Impact
• 12.5 Democratic Space and Freedom of Expression
• 12.6 Cultural Diversity, Linguistic Inclusion and Accessibility
• 12.7 Children, Affected Groups, and Local and Indigenous Knowledge