nexus/wiki/concepts/Fairness-Audit.md

title, type, tags, sources, last_updated

title	type	tags	sources	last_updated
Fairness Audit	concept	responsible-ai fairness ml-ops	specialized-model-qa	2026-04-20

Definition

公平性审计用于评估模型是否对受保护群体产生系统性偏差。

Common Checks

• Demographic parity
• Equalized odds
• Performance by subgroup
• Error-rate disparities

Use in Model QA

• 识别不公平影响
• 评估不同群体的风险差异
• 作为治理与修复建议的依据

Related Concepts

• Model Audit
• SHAP Analysis