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wiki/concepts/Fairness-Audit.md

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+---
+title: "Fairness Audit"
+type: concept
+tags: [responsible-ai, fairness, ml-ops]
+sources: [specialized-model-qa]
+last_updated: 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]]