Privacy Cost Equity Ratio

New metric PCER audits fairness in differentially private ML

Researchers have introduced a new group fairness criterion called the Privacy-Cost Equity Ratio (PCER) for differentially private machine learning systems. PCER addresses the issue that differential privacy mechanisms l…