DP Synthetic Data Generation on German Credit
78.1TSTRNon-private
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Non-privateε=0.5, γ=–2026.02 | 78.1 | 5.8 | 96.5 | 98.2 | |
| Non-privateε=1.0, γ=–2026.02 | 78.1 | 5.8 | 96.5 | 98.2 | |
| Non-privateε=2.0, γ=–2026.02 | 78.1 | 5.8 | 96.5 | 98.2 | |
| Non-privateε=4.0, γ=–2026.02 | 78.1 | 5.8 | 96.5 | 98.2 | |
| DP Uniform (no scoring)ε=4.0, γ=0.02026.02 | 68.9 | 5.6 | 96.5 | 98.9 | |
| DP Uniform (split)ε=4.0, γ=0.02026.02 | 68.2 | 4 | 96.2 | 98.6 | |
| REPSε=4.0, γ=4.02026.02 | 68.2 | 4 | 96.1 | 98.4 | |
| Hard Removalε=4.0, γ=4.02026.02 | 68.2 | 4.4 | 96.1 | 98.6 | |
| Random Downwt.ε=4.0, γ=4.02026.02 | 67.7 | 4.1 | 96 | 98.3 | |
| Hard Removalε=2.0, γ=0.52026.02 | 64.8 | 2.8 | 94.4 | 97.4 | |
| DP Uniform (no scoring)ε=2.0, γ=0.02026.02 | 64.3 | 4.2 | 95 | 97.4 | |
| REPSε=2.0, γ=0.52026.02 | 64.1 | 3.3 | 94.9 | 97.5 | |
| DP Uniform (split)ε=2.0, γ=0.02026.02 | 63.6 | 4.2 | 94.8 | 97 | |
| Random Downwt.ε=2.0, γ=0.52026.02 | 62.9 | 2.4 | 94.6 | 97.7 | |
| DP Uniform (split)ε=1.0, γ=0.02026.02 | 57.4 | 3.6 | 93 | 96.4 | |
| REPSε=1.0, γ=4.02026.02 | 57.3 | 5.8 | 93.4 | 97.5 | |
| Random Downwt.ε=1.0, γ=4.02026.02 | 57.1 | 4.9 | 92.8 | 96.7 | |
| DP Uniform (no scoring)ε=1.0, γ=0.02026.02 | 57 | 3.6 | 93.7 | 96.3 | |
| Hard Removalε=1.0, γ=4.02026.02 | 57 | 3.9 | 92.5 | 95.7 | |
| DP Uniform (no scoring)ε=0.5, γ=0.02026.02 | 54.4 | 5.1 | 92.4 | 96.8 | |
| DP Uniform (split)ε=0.5, γ=0.02026.02 | 54.1 | 5.4 | 92.7 | 97 | |
| Random Downwt.ε=0.5, γ=4.02026.02 | 53.9 | 4.1 | 92.5 | 96.6 | |
| REPSε=0.5, γ=4.02026.02 | 53.7 | 5.4 | 92.7 | 96.9 | |
| Hard Removalε=0.5, γ=4.02026.02 | 53.5 | 5.3 | 92.5 | 96.3 |