Privacy-preserving linear classification on Binary linear classification dataset
99.2Improvement in L2 Lossmulti-Gaussian mixture
Evaluation results
| Method | Links | |
|---|---|---|
| multi-Gaussian mixturedelta=10−5, epsilon=102026.05 | 99.2 | |
| multi-Gaussian mixturedelta=5 · 10−6, epsilon=102026.05 | 99.14 | |
| multi-Gaussian mixturedelta=10−4, epsilon=102026.05 | 97.59 | |
| multi-Gaussian mixturedelta=5 · 10−4, epsilon=102026.05 | 97.59 | |
| multi-Gaussian mixturedelta=0.001, epsilon=102026.05 | 97.59 | |
| multi-Gaussian mixturedelta=0.005, epsilon=102026.05 | 97.59 | |
| multi-Gaussian mixturedelta=0.01, epsilon=102026.05 | 97.59 | |
| multi-Gaussian mixturedelta=0.02, epsilon=102026.05 | 97.59 | |
| multi-Gaussian mixturedelta=0.05, epsilon=102026.05 | 97.59 | |
| multi-Gaussian mixturedelta=0.1, epsilon=102026.05 | 97.59 | |
| multi-Gaussian mixturedelta=0.15, epsilon=102026.05 | 97.59 | |
| multi-Gaussian mixturedelta=0.25, epsilon=102026.05 | 97.59 | |
| multi-Gaussian mixturedelta=5 · 10−5, epsilon=102026.05 | 97.21 | |
| multi-Gaussian mixturedelta=0.01, epsilon=52026.05 | 82.4 | |
| multi-Gaussian mixturedelta=5 · 10−5, epsilon=52026.05 | 82.39 | |
| multi-Gaussian mixturedelta=5 · 10−4, epsilon=52026.05 | 82.36 | |
| multi-Gaussian mixturedelta=0.001, epsilon=52026.05 | 82.35 | |
| multi-Gaussian mixturedelta=0.02, epsilon=52026.05 | 82.31 | |
| multi-Gaussian mixturedelta=0.005, epsilon=52026.05 | 82.3 | |
| multi-Gaussian mixturedelta=10−4, epsilon=52026.05 | 82.1 | |
| multi-Gaussian mixturedelta=0.05, epsilon=52026.05 | 82.1 | |
| multi-Gaussian mixturedelta=0.1, epsilon=52026.05 | 81.81 | |
| multi-Gaussian mixturedelta=10−5, epsilon=52026.05 | 81.73 | |
| multi-Gaussian mixturedelta=0.15, epsilon=52026.05 | 81.56 | |
| multi-Gaussian mixturedelta=0.25, epsilon=52026.05 | 81.11 | |
| multi-Gaussian mixturedelta=5 · 10−6, epsilon=52026.05 | 80.84 | |
| multi-Gaussian mixturedelta=10−6, epsilon=102026.05 | 78.83 | |
| multi-Gaussian mixturedelta=5 · 10−4, epsilon=42026.05 | 69.04 | |
| multi-Gaussian mixturedelta=0.001, epsilon=42026.05 | 69.01 | |
| multi-Gaussian mixturedelta=0.005, epsilon=42026.05 | 68.81 | |
| multi-Gaussian mixturedelta=0.01, epsilon=42026.05 | 68.64 | |
| multi-Gaussian mixturedelta=0.02, epsilon=42026.05 | 68.33 | |
| multi-Gaussian mixturedelta=10−5, epsilon=42026.05 | 68.07 | |
| multi-Gaussian mixturedelta=5 · 10−6, epsilon=42026.05 | 68.02 | |
| multi-Gaussian mixturedelta=5 · 10−5, epsilon=42026.05 | 68.01 | |
| multi-Gaussian mixturedelta=10−4, epsilon=42026.05 | 68.01 | |
| multi-Gaussian mixturedelta=0.05, epsilon=42026.05 | 67.53 | |
| multi-Gaussian mixturedelta=0.1, epsilon=42026.05 | 66.45 | |
| multi-Gaussian mixturedelta=0.15, epsilon=42026.05 | 65.51 | |
| multi-Gaussian mixturedelta=0.25, epsilon=42026.05 | 63.83 | |
| multi-Gaussian mixturedelta=5 · 10−7, epsilon=52026.05 | 61.69 | |
| multi-Gaussian mixturedelta=5 · 10−7, epsilon=102026.05 | 53.06 | |
| multi-Gaussian mixturedelta=5 · 10−5, epsilon=32026.05 | 49.31 | |
| multi-Gaussian mixturedelta=10−5, epsilon=32026.05 | 49.13 | |
| multi-Gaussian mixturedelta=5 · 10−6, epsilon=32026.05 | 49.01 | |
| multi-Gaussian mixturedelta=10−4, epsilon=32026.05 | 49.01 | |
| multi-Gaussian mixturedelta=5 · 10−4, epsilon=32026.05 | 48.9 | |
| multi-Gaussian mixturedelta=0.001, epsilon=32026.05 | 48.78 | |
| multi-Gaussian mixturedelta=0.005, epsilon=32026.05 | 48.07 | |
| multi-Gaussian mixturedelta=0.01, epsilon=32026.05 | 47.47 | |
| multi-Gaussian mixturedelta=0.02, epsilon=32026.05 | 46.31 | |
| multi-Gaussian mixturedelta=0.05, epsilon=32026.05 | 43.49 | |
| multi-Gaussian mixturedelta=0.1, epsilon=32026.05 | 39.65 | |
| multi-Gaussian mixturedelta=10−6, epsilon=52026.05 | 37.21 | |
| multi-Gaussian mixturedelta=0.15, epsilon=32026.05 | 36.26 | |
| multi-Gaussian mixturedelta=10−6, epsilon=42026.05 | 35.05 | |
| multi-Gaussian mixturedelta=5 · 10−7, epsilon=42026.05 | 34.37 | |
| multi-Gaussian mixturedelta=0.25, epsilon=32026.05 | 30.12 | |
| multi-Gaussian mixturedelta=10−5, epsilon=22026.05 | 25.89 | |
| multi-Gaussian mixturedelta=10−6, epsilon=32026.05 | 25.44 | |
| multi-Gaussian mixturedelta=5 · 10−7, epsilon=32026.05 | 24.86 | |
| multi-Gaussian mixturedelta=5 · 10−6, epsilon=22026.05 | 23.35 | |
| multi-Gaussian mixturedelta=5 · 10−5, epsilon=22026.05 | 23.32 | |
| multi-Gaussian mixturedelta=10−4, epsilon=22026.05 | 22.04 | |
| multi-Gaussian mixturedelta=5 · 10−4, epsilon=22026.05 | 21.62 | |
| multi-Gaussian mixturedelta=0.001, epsilon=22026.05 | 21.2 | |
| multi-Gaussian mixturedelta=0.005, epsilon=22026.05 | 18.72 | |
| multi-Gaussian mixturedelta=0.01, epsilon=22026.05 | 16.33 | |
| multi-Gaussian mixturedelta=0.02, epsilon=22026.05 | 12.33 | |
| multi-Gaussian mixturedelta=0.15, epsilon=22026.05 | 11.71 | |
| multi-Gaussian mixturedelta=10−4, epsilon=12026.05 | 4.66 | |
| multi-Gaussian mixturedelta=0.25, epsilon=0.752026.05 | 4.59 | |
| multi-Gaussian mixturedelta=10−5, epsilon=12026.05 | 3.59 | |
| multi-Gaussian mixturedelta=5 · 10−6, epsilon=12026.05 | 3.51 | |
| multi-Gaussian mixturedelta=5 · 10−5, epsilon=12026.05 | 3.35 | |
| multi-Gaussian mixturedelta=5 · 10−4, epsilon=12026.05 | 3.25 | |
| multi-Gaussian mixturedelta=0.05, epsilon=22026.05 | 2.56 | |
| multi-Gaussian mixturedelta=0.001, epsilon=12026.05 | 1.87 | |
| multi-Gaussian mixturedelta=5 · 10−5, epsilon=0.752026.05 | 1.33 | |
| multi-Gaussian mixturedelta=10−5, epsilon=0.752026.05 | 1.14 | |
| multi-Gaussian mixturedelta=5 · 10−6, epsilon=0.752026.05 | 0.94 | |
| multi-Gaussian mixturedelta=0.01, epsilon=12026.05 | 0.69 | |
| multi-Gaussian mixturedelta=10−4, epsilon=0.752026.05 | 0.54 | |
| multi-Gaussian mixturedelta=5 · 10−4, epsilon=0.752026.05 | 0.36 | |
| multi-Gaussian mixturedelta=0.001, epsilon=0.752026.05 | 0.31 | |
| multi-Gaussian mixturedelta=10−4, epsilon=0.52026.05 | -0.09 | |
| multi-Gaussian mixturedelta=5 · 10−5, epsilon=0.52026.05 | -0.13 | |
| multi-Gaussian mixturedelta=0.005, epsilon=0.252026.05 | -0.2 | |
| multi-Gaussian mixturedelta=0.25, epsilon=22026.05 | -0.58 | |
| multi-Gaussian mixturedelta=0.02, epsilon=0.752026.05 | -0.63 | |
| multi-Gaussian mixturedelta=5 · 10−4, epsilon=0.52026.05 | -0.8 | |
| multi-Gaussian mixturedelta=0.005, epsilon=0.752026.05 | -1.16 | |
| multi-Gaussian mixturedelta=0.005, epsilon=12026.05 | -1.16 | |
| multi-Gaussian mixturedelta=0.1, epsilon=0.752026.05 | -1.17 | |
| multi-Gaussian mixturedelta=0.005, epsilon=0.52026.05 | -1.2 | |
| multi-Gaussian mixturedelta=0.25, epsilon=12026.05 | -1.24 | |
| multi-Gaussian mixturedelta=0.01, epsilon=0.752026.05 | -1.3 | |
| multi-Gaussian mixturedelta=0.01, epsilon=0.12026.05 | -1.42 | |
| multi-Gaussian mixturedelta=0.001, epsilon=0.252026.05 | -1.54 | |
| multi-Gaussian mixturedelta=0.001, epsilon=0.52026.05 | -2.06 |