l2-loss evaluation on Approximate Differential Privacy Mechanisms
-6.85l2-loss Improvement (%)quasi-Gaussian mixture mechanism
Evaluation results
| Method | Links | |
|---|---|---|
| quasi-Gaussian mixture mechanismdelta=0.02, epsilon=0.752026.05 | -6.85 | |
| quasi-Gaussian mixture mechanismdelta=0.02, epsilon=12026.05 | -6.82 | |
| quasi-Gaussian mixture mechanismdelta=0.01, epsilon=12026.05 | -6.73 | |
| quasi-Gaussian mixture mechanismdelta=0.01, epsilon=0.752026.05 | -6.67 | |
| quasi-Gaussian mixture mechanismdelta=0.05, epsilon=0.752026.05 | -6.66 | |
| quasi-Gaussian mixture mechanismdelta=5 · 10−3, epsilon=12026.05 | -6.53 | |
| quasi-Gaussian mixture mechanismdelta=5 · 10−3, epsilon=0.752026.05 | -6.41 | |
| quasi-Gaussian mixture mechanismdelta=0.05, epsilon=12026.05 | -6.38 | |
| quasi-Gaussian mixture mechanismdelta=10−3, epsilon=12026.05 | -5.98 | |
| quasi-Gaussian mixture mechanismdelta=10−3, epsilon=0.752026.05 | -5.78 | |
| quasi-Gaussian mixture mechanismdelta=5 · 10−4, epsilon=12026.05 | -5.76 | |
| quasi-Gaussian mixture mechanismdelta=0.02, epsilon=0.52026.05 | -5.65 | |
| quasi-Gaussian mixture mechanismdelta=0.01, epsilon=0.52026.05 | -5.55 | |
| quasi-Gaussian mixture mechanismdelta=5 · 10−4, epsilon=0.752026.05 | -5.53 | |
| quasi-Gaussian mixture mechanismdelta=0.1, epsilon=0.752026.05 | -5.38 | |
| quasi-Gaussian mixture mechanismdelta=5 · 10−3, epsilon=0.52026.05 | -5.35 | |
| quasi-Gaussian mixture mechanismdelta=10−4, epsilon=12026.05 | -5.29 | |
| quasi-Gaussian mixture mechanismdelta=0.05, epsilon=0.52026.05 | -5.29 | |
| quasi-Gaussian mixture mechanismdelta=5 · 10−5, epsilon=12026.05 | -5.11 | |
| quasi-Gaussian mixture mechanismdelta=10−4, epsilon=0.752026.05 | -5.03 | |
| quasi-Gaussian mixture mechanismdelta=5 · 10−5, epsilon=0.752026.05 | -4.84 | |
| quasi-Gaussian mixture mechanismdelta=10−3, epsilon=0.52026.05 | -4.8 | |
| quasi-Gaussian mixture mechanismdelta=10−5, epsilon=12026.05 | -4.75 | |
| quasi-Gaussian mixture mechanismdelta=5 · 10−6, epsilon=12026.05 | -4.61 | |
| quasi-Gaussian mixture mechanismdelta=5 · 10−4, epsilon=0.52026.05 | -4.59 | |
| quasi-Gaussian mixture mechanismdelta=10−5, epsilon=0.752026.05 | -4.47 | |
| quasi-Gaussian mixture mechanismdelta=0.1, epsilon=12026.05 | -4.46 | |
| quasi-Gaussian mixture mechanismdelta=10−6, epsilon=12026.05 | -4.33 | |
| quasi-Gaussian mixture mechanismdelta=5 · 10−6, epsilon=0.752026.05 | -4.33 | |
| quasi-Gaussian mixture mechanismdelta=5 · 10−7, epsilon=12026.05 | -4.22 | |
| quasi-Gaussian mixture mechanismdelta=10−4, epsilon=0.52026.05 | -4.15 | |
| quasi-Gaussian mixture mechanismdelta=10−6, epsilon=0.752026.05 | -4.05 | |
| quasi-Gaussian mixture mechanismdelta=5 · 10−5, epsilon=0.52026.05 | -3.98 | |
| quasi-Gaussian mixture mechanismdelta=5 · 10−7, epsilon=0.752026.05 | -3.94 | |
| quasi-Gaussian mixture mechanismdelta=0.1, epsilon=0.52026.05 | -3.85 | |
| quasi-Gaussian mixture mechanismdelta=10−5, epsilon=0.52026.05 | -3.66 | |
| quasi-Gaussian mixture mechanismdelta=5 · 10−6, epsilon=0.52026.05 | -3.54 | |
| quasi-Gaussian mixture mechanismdelta=0.01, epsilon=0.252026.05 | -3.26 | |
| quasi-Gaussian mixture mechanismdelta=5 · 10−3, epsilon=0.252026.05 | -3.24 | |
| quasi-Gaussian mixture mechanismdelta=10−6, epsilon=0.52026.05 | -3.13 | |
| quasi-Gaussian mixture mechanismdelta=0.02, epsilon=0.252026.05 | -3.08 | |
| quasi-Gaussian mixture mechanismdelta=5 · 10−7, epsilon=0.52026.05 | -2.98 | |
| quasi-Gaussian mixture mechanismdelta=10−3, epsilon=0.252026.05 | -2.97 | |
| quasi-Gaussian mixture mechanismdelta=0.15, epsilon=0.752026.05 | -2.87 | |
| quasi-Gaussian mixture mechanismdelta=5 · 10−4, epsilon=0.252026.05 | -2.83 | |
| quasi-Gaussian mixture mechanismdelta=10−4, epsilon=0.252026.05 | -2.55 | |
| quasi-Gaussian mixture mechanismdelta=5 · 10−5, epsilon=0.252026.05 | -2.44 | |
| quasi-Gaussian mixture mechanismdelta=10−5, epsilon=0.252026.05 | -2.23 | |
| quasi-Gaussian mixture mechanismdelta=5 · 10−6, epsilon=0.252026.05 | -2.15 | |
| quasi-Gaussian mixture mechanismdelta=0.05, epsilon=0.252026.05 | -1.99 | |
| quasi-Gaussian mixture mechanismdelta=10−6, epsilon=0.252026.05 | -1.92 | |
| quasi-Gaussian mixture mechanismdelta=5 · 10−7, epsilon=22026.05 | -1.86 | |
| quasi-Gaussian mixture mechanismdelta=10−6, epsilon=22026.05 | -1.84 | |
| quasi-Gaussian mixture mechanismdelta=5 · 10−6, epsilon=22026.05 | -1.76 | |
| quasi-Gaussian mixture mechanismdelta=10−5, epsilon=22026.05 | -1.71 | |
| quasi-Gaussian mixture mechanismdelta=0.15, epsilon=0.52026.05 | -1.59 | |
| quasi-Gaussian mixture mechanismdelta=5 · 10−5, epsilon=22026.05 | -1.51 | |
| quasi-Gaussian mixture mechanismdelta=10−4, epsilon=22026.05 | -1.37 | |
| quasi-Gaussian mixture mechanismdelta=10−3, epsilon=0.12026.05 | -1.36 | |
| quasi-Gaussian mixture mechanismdelta=5 · 10−3, epsilon=0.12026.05 | -1.36 | |
| quasi-Gaussian mixture mechanismdelta=5 · 10−4, epsilon=0.12026.05 | -1.31 | |
| quasi-Gaussian mixture mechanismdelta=5 · 10−7, epsilon=0.252026.05 | -1.23 | |
| quasi-Gaussian mixture mechanismdelta=10−4, epsilon=0.12026.05 | -1.18 | |
| quasi-Gaussian mixture mechanismdelta=0.01, epsilon=0.12026.05 | -1.18 | |
| quasi-Gaussian mixture mechanismdelta=5 · 10−5, epsilon=0.12026.05 | -1.13 | |
| quasi-Gaussian mixture mechanismdelta=5 · 10−6, epsilon=0.12026.05 | -0.99 | |
| quasi-Gaussian mixture mechanismdelta=10−5, epsilon=0.12026.05 | -0.95 | |
| quasi-Gaussian mixture mechanismdelta=10−6, epsilon=0.12026.05 | -0.91 | |
| quasi-Gaussian mixture mechanismdelta=5 · 10−7, epsilon=0.12026.05 | -0.88 | |
| quasi-Gaussian mixture mechanismdelta=5 · 10−4, epsilon=22026.05 | -0.86 | |
| quasi-Gaussian mixture mechanismdelta=0.02, epsilon=0.12026.05 | -0.66 | |
| quasi-Gaussian mixture mechanismdelta=0.25, epsilon=0.12026.05 | -0.52 | |
| quasi-Gaussian mixture mechanismdelta=10−3, epsilon=22026.05 | -0.48 | |
| quasi-Gaussian mixture mechanismdelta=0.15, epsilon=12026.05 | -0.43 | |
| quasi-Gaussian mixture mechanismdelta=0.1, epsilon=0.252026.05 | 0.52 | |
| quasi-Gaussian mixture mechanismdelta=5 · 10−3, epsilon=22026.05 | 1.14 | |
| quasi-Gaussian mixture mechanismdelta=0.05, epsilon=0.12026.05 | 1.3 | |
| quasi-Gaussian mixture mechanismdelta=0.01, epsilon=22026.05 | 2.5 | |
| quasi-Gaussian mixture mechanismdelta=0.25, epsilon=22026.05 | 2.92 | |
| quasi-Gaussian mixture mechanismdelta=5 · 10−7, epsilon=32026.05 | 3.53 | |
| quasi-Gaussian mixture mechanismdelta=0.15, epsilon=0.252026.05 | 3.54 | |
| quasi-Gaussian mixture mechanismdelta=10−6, epsilon=32026.05 | 3.82 | |
| quasi-Gaussian mixture mechanismdelta=5 · 10−6, epsilon=32026.05 | 4.65 | |
| quasi-Gaussian mixture mechanismdelta=0.02, epsilon=22026.05 | 4.77 | |
| quasi-Gaussian mixture mechanismdelta=0.1, epsilon=0.12026.05 | 4.98 | |
| quasi-Gaussian mixture mechanismdelta=10−5, epsilon=32026.05 | 5.1 | |
| quasi-Gaussian mixture mechanismdelta=0.25, epsilon=12026.05 | 5.36 | |
| quasi-Gaussian mixture mechanismdelta=5 · 10−5, epsilon=32026.05 | 6.46 | |
| quasi-Gaussian mixture mechanismdelta=10−4, epsilon=32026.05 | 7.23 | |
| quasi-Gaussian mixture mechanismdelta=0.15, epsilon=0.12026.05 | 8.86 | |
| quasi-Gaussian mixture mechanismdelta=5 · 10−7, epsilon=42026.05 | 9.25 | |
| quasi-Gaussian mixture mechanismdelta=0.25, epsilon=0.52026.05 | 9.46 | |
| quasi-Gaussian mixture mechanismdelta=5 · 10−4, epsilon=32026.05 | 9.75 | |
| quasi-Gaussian mixture mechanismdelta=10−6, epsilon=42026.05 | 9.84 | |
| quasi-Gaussian mixture mechanismdelta=10−3, epsilon=32026.05 | 11.31 | |
| quasi-Gaussian mixture mechanismdelta=0.05, epsilon=22026.05 | 11.36 | |
| quasi-Gaussian mixture mechanismdelta=5 · 10−6, epsilon=42026.05 | 11.5 | |
| quasi-Gaussian mixture mechanismdelta=0.25, epsilon=0.252026.05 | 12.26 | |
| quasi-Gaussian mixture mechanismdelta=10−5, epsilon=42026.05 | 12.38 | |
| quasi-Gaussian mixture mechanismdelta=0.25, epsilon=0.752026.05 | 14.04 |