Table 7 Fairness Evaluation Before and After HAMF-Aware Retraining.
From: Hybrid MLOps framework for automated lifecycle management of adaptive phishing detection models
Feature Category | Subgroup | FPR (before) | FPR (after) | \(\Delta _{\textrm{DP}}\) reduction |
|---|---|---|---|---|
WHOIS domain age | Age > 12 months | \(0.63 \pm 0.02\) | \(0.38 \pm 0.01\) | 0.25 |
Age \(\le\) 12 months | \(1.03 \pm 0.03\) | \(0.62 \pm 0.02\) | 0.41 | |
Web traffic percentile | Top 33rd percentile | \(0.35 \pm 0.01\) | \(0.23 \pm 0.01\) | 0.12 |
34th–66th percentile | \(2.02 \pm 0.04\) | \(1.31 \pm 0.03\) | 0.71 | |
Bottom 33rd percentile | \(1.70 \pm 0.03\) | \(1.11 \pm 0.02\) | 0.60 |
