Privacy Mechanism Evaluation on Approximate Differential Privacy (L2-loss)
99.94Improvement (%)Multimodal Gaussian mixture
Evaluation results
| Method | Links | |
|---|---|---|
| Multimodal Gaussian mixturedelta=10−5, epsilon=102026.05 | 99.94 | |
| Multimodal Gaussian mixturedelta=5 · 10−6, epsilon=102026.05 | 99.93 | |
| Multimodal Gaussian mixturedelta=10−4, epsilon=102026.05 | 99.77 | |
| Multimodal Gaussian mixturedelta=5 · 10−5, epsilon=102026.05 | 99.75 | |
| Multimodal Gaussian mixturedelta=5 · 10−4, epsilon=102026.05 | 99.73 | |
| Multimodal Gaussian mixturedelta=10−3, epsilon=102026.05 | 99.71 | |
| Multimodal Gaussian mixturedelta=5 · 10−3, epsilon=102026.05 | 99.64 | |
| Multimodal Gaussian mixturedelta=0.01, epsilon=102026.05 | 99.61 | |
| Multimodal Gaussian mixturedelta=0.02, epsilon=102026.05 | 99.56 | |
| Multimodal Gaussian mixturedelta=0.05, epsilon=102026.05 | 99.48 | |
| Multimodal Gaussian mixturedelta=0.1, epsilon=102026.05 | 99.39 | |
| Multimodal Gaussian mixturedelta=0.15, epsilon=102026.05 | 99.33 | |
| Multimodal Gaussian mixturedelta=0.25, epsilon=102026.05 | 99.21 | |
| Multimodal Gaussian mixturedelta=10−6, epsilon=102026.05 | 98.55 | |
| Multimodal Gaussian mixturedelta=5 · 10−6, epsilon=52026.05 | 98.19 | |
| Multimodal Gaussian mixturedelta=10−5, epsilon=52026.05 | 98.16 | |
| Multimodal Gaussian mixturedelta=5 · 10−5, epsilon=52026.05 | 97.93 | |
| Multimodal Gaussian mixturedelta=10−4, epsilon=52026.05 | 97.74 | |
| Multimodal Gaussian mixturedelta=5 · 10−4, epsilon=52026.05 | 97.3 | |
| Multimodal Gaussian mixturedelta=10−3, epsilon=52026.05 | 97.04 | |
| Multimodal Gaussian mixturedelta=5 · 10−7, epsilon=52026.05 | 96.97 | |
| Multimodal Gaussian mixturedelta=5 · 10−7, epsilon=102026.05 | 96.93 | |
| Multimodal Gaussian mixturedelta=5 · 10−6, epsilon=42026.05 | 96.79 | |
| Multimodal Gaussian mixturedelta=10−5, epsilon=42026.05 | 96.59 | |
| Multimodal Gaussian mixturedelta=5 · 10−3, epsilon=52026.05 | 96.18 | |
| Multimodal Gaussian mixturedelta=5 · 10−5, epsilon=42026.05 | 95.98 | |
| Multimodal Gaussian mixturedelta=0.01, epsilon=52026.05 | 95.68 | |
| Multimodal Gaussian mixturedelta=10−4, epsilon=42026.05 | 95.65 | |
| Multimodal Gaussian mixturedelta=0.02, epsilon=52026.05 | 95 | |
| Multimodal Gaussian mixturedelta=5 · 10−4, epsilon=42026.05 | 94.84 | |
| Multimodal Gaussian mixturedelta=10−6, epsilon=52026.05 | 94.77 | |
| Multimodal Gaussian mixturedelta=5 · 10−7, epsilon=42026.05 | 94.54 | |
| Multimodal Gaussian mixturedelta=5 · 10−6, epsilon=32026.05 | 94.52 | |
| Multimodal Gaussian mixturedelta=10−6, epsilon=42026.05 | 94.3 | |
| Multimodal Gaussian mixturedelta=10−3, epsilon=42026.05 | 94.29 | |
| Multimodal Gaussian mixturedelta=10−5, epsilon=32026.05 | 94.15 | |
| Multimodal Gaussian mixturedelta=0.05, epsilon=52026.05 | 93.72 | |
| Multimodal Gaussian mixturedelta=5 · 10−7, epsilon=32026.05 | 93.38 | |
| Multimodal Gaussian mixturedelta=5 · 10−5, epsilon=32026.05 | 93.08 | |
| Multimodal Gaussian mixturedelta=10−6, epsilon=32026.05 | 93.05 | |
| Multimodal Gaussian mixturedelta=5 · 10−3, epsilon=42026.05 | 92.5 | |
| Multimodal Gaussian mixturedelta=10−4, epsilon=32026.05 | 92.43 | |
| Multimodal Gaussian mixturedelta=0.1, epsilon=52026.05 | 92.26 | |
| Multimodal Gaussian mixturedelta=0.01, epsilon=42026.05 | 91.37 | |
| Multimodal Gaussian mixturedelta=0.15, epsilon=52026.05 | 91.05 | |
| Multimodal Gaussian mixturedelta=5 · 10−6, epsilon=22026.05 | 91.03 | |
| Multimodal Gaussian mixturedelta=10−5, epsilon=22026.05 | 90.68 | |
| Multimodal Gaussian mixturedelta=5 · 10−4, epsilon=32026.05 | 90.57 | |
| Multimodal Gaussian mixturedelta=0.02, epsilon=42026.05 | 89.88 | |
| Multimodal Gaussian mixturedelta=10−3, epsilon=32026.05 | 89.48 | |
| Multimodal Gaussian mixturedelta=0.25, epsilon=52026.05 | 88.88 | |
| Multimodal Gaussian mixturedelta=5 · 10−5, epsilon=22026.05 | 88.38 | |
| Multimodal Gaussian mixturedelta=5 · 10−6, epsilon=12026.05 | 87.22 | |
| Multimodal Gaussian mixturedelta=10−4, epsilon=22026.05 | 87.07 | |
| Multimodal Gaussian mixturedelta=0.05, epsilon=42026.05 | 87.01 | |
| Multimodal Gaussian mixturedelta=5 · 10−7, epsilon=22026.05 | 86.57 | |
| Multimodal Gaussian mixturedelta=5 · 10−6, epsilon=0.752026.05 | 86.25 | |
| Multimodal Gaussian mixturedelta=10−5, epsilon=12026.05 | 86.16 | |
| Multimodal Gaussian mixturedelta=10−6, epsilon=22026.05 | 85.93 | |
| Multimodal Gaussian mixturedelta=5 · 10−3, epsilon=32026.05 | 85.8 | |
| Multimodal Gaussian mixturedelta=10−5, epsilon=0.752026.05 | 85.08 | |
| Multimodal Gaussian mixturedelta=0.1, epsilon=42026.05 | 83.62 | |
| Multimodal Gaussian mixturedelta=5 · 10−7, epsilon=0.752026.05 | 83.54 | |
| Multimodal Gaussian mixturedelta=5 · 10−4, epsilon=22026.05 | 83.51 | |
| Multimodal Gaussian mixturedelta=0.01, epsilon=32026.05 | 83.43 | |
| Multimodal Gaussian mixturedelta=5 · 10−7, epsilon=12026.05 | 83.05 | |
| Multimodal Gaussian mixturedelta=5 · 10−5, epsilon=12026.05 | 82.89 | |
| Multimodal Gaussian mixturedelta=10−6, epsilon=0.752026.05 | 82.59 | |
| Multimodal Gaussian mixturedelta=10−6, epsilon=12026.05 | 82.11 | |
| Multimodal Gaussian mixturedelta=5 · 10−5, epsilon=0.752026.05 | 81.48 | |
| Multimodal Gaussian mixturedelta=10−3, epsilon=22026.05 | 81.38 | |
| Multimodal Gaussian mixturedelta=10−4, epsilon=12026.05 | 81.32 | |
| Multimodal Gaussian mixturedelta=0.15, epsilon=42026.05 | 80.78 | |
| Multimodal Gaussian mixturedelta=0.02, epsilon=32026.05 | 80.21 | |
| Multimodal Gaussian mixturedelta=5 · 10−5, epsilon=0.52026.05 | 79.64 | |
| Multimodal Gaussian mixturedelta=10−4, epsilon=0.752026.05 | 79.24 | |
| Multimodal Gaussian mixturedelta=10−4, epsilon=0.52026.05 | 77.24 | |
| Multimodal Gaussian mixturedelta=0.25, epsilon=42026.05 | 75.55 | |
| Multimodal Gaussian mixturedelta=5 · 10−4, epsilon=12026.05 | 75.24 | |
| Multimodal Gaussian mixturedelta=5 · 10−3, epsilon=22026.05 | 73.88 | |
| Multimodal Gaussian mixturedelta=0.05, epsilon=32026.05 | 73.8 | |
| Multimodal Gaussian mixturedelta=5 · 10−4, epsilon=0.752026.05 | 72.53 | |
| Multimodal Gaussian mixturedelta=10−3, epsilon=12026.05 | 71.41 | |
| Multimodal Gaussian mixturedelta=5 · 10−4, epsilon=0.52026.05 | 69.28 | |
| Multimodal Gaussian mixturedelta=0.01, epsilon=22026.05 | 68.78 | |
| Multimodal Gaussian mixturedelta=10−3, epsilon=0.752026.05 | 68.58 | |
| Multimodal Gaussian mixturedelta=0.1, epsilon=32026.05 | 65.96 | |
| Multimodal Gaussian mixturedelta=10−3, epsilon=0.52026.05 | 64.23 | |
| Multimodal Gaussian mixturedelta=0.02, epsilon=22026.05 | 61.66 | |
| Multimodal Gaussian mixturedelta=0.15, epsilon=32026.05 | 59.17 | |
| Multimodal Gaussian mixturedelta=5 · 10−3, epsilon=12026.05 | 58.95 | |
| Multimodal Gaussian mixturedelta=10−3, epsilon=0.252026.05 | 57.84 | |
| Multimodal Gaussian mixturedelta=10−5, epsilon=0.52026.05 | 57.79 | |
| Multimodal Gaussian mixturedelta=5 · 10−3, epsilon=0.752026.05 | 55.34 | |
| Multimodal Gaussian mixturedelta=0.01, epsilon=12026.05 | 53.14 | |
| Multimodal Gaussian mixturedelta=5 · 10−3, epsilon=0.52026.05 | 50.19 | |
| Multimodal Gaussian mixturedelta=0.01, epsilon=0.752026.05 | 48.12 | |
| Multimodal Gaussian mixturedelta=0.05, epsilon=22026.05 | 46.75 | |
| Multimodal Gaussian mixturedelta=0.25, epsilon=32026.05 | 46.33 | |
| Multimodal Gaussian mixturedelta=5 · 10−6, epsilon=0.52026.05 | 44.22 |