Synthetic Data Generation on Adult (test)
89TSTRNon-private
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Non-privateε=0.5, γ=–2026.02 | 89 | 0.008 | 0.65 | 1.107 | |
| Non-privateε=1.0, γ=–2026.02 | 89 | 0.008 | 0.65 | 1.107 | |
| Non-privateε=2.0, γ=–2026.02 | 89 | 0.008 | 0.65 | 1.107 | |
| Non-privateε=4.0, γ=–2026.02 | 89 | 0.008 | 0.65 | 1.107 | |
| DP Uniform (no scoring)ε=4.0, γ=0.02026.02 | 88.9 | 0.006 | 0.618 | 1.064 | |
| DP Uniform (split)ε=4.0, γ=0.02026.02 | 88.7 | 0.007 | 0.613 | 1.06 | |
| Random Downwt.ε=4.0, γ=4.02026.02 | 88.4 | 0.007 | 0.615 | 1.062 | |
| REPSε=4.0, γ=4.02026.02 | 88.2 | 0.007 | 0.614 | 1.079 | |
| Hard Removalε=4.0, γ=4.02026.02 | 88 | 0.008 | 0.632 | 1.11 | |
| DP Uniform (no scoring)ε=2.0, γ=0.02026.02 | 87.8 | 0.005 | 0.627 | 1.087 | |
| DP Uniform (split)ε=2.0, γ=0.02026.02 | 87.6 | 0.006 | 0.632 | 1.098 | |
| Random Downwt.ε=2.0, γ=4.02026.02 | 87.4 | 0.006 | 0.636 | 1.11 | |
| REPSε=2.0, γ=4.02026.02 | 87 | 0.008 | 0.635 | 1.124 | |
| Hard Removalε=2.0, γ=4.02026.02 | 87 | 0.008 | 0.669 | 1.171 | |
| Hard Removalε=1.0, γ=4.02026.02 | 86.4 | 0.009 | 0.687 | 1.245 | |
| DP Uniform (no scoring)ε=1.0, γ=0.02026.02 | 86.3 | 0.007 | 0.65 | 1.151 | |
| DP Uniform (split)ε=1.0, γ=0.02026.02 | 86 | 0.008 | 0.656 | 1.166 | |
| Random Downwt.ε=1.0, γ=4.02026.02 | 85.9 | 0.007 | 0.662 | 1.18 | |
| Hard Removalε=0.5, γ=4.02026.02 | 85.5 | 0.007 | 0.722 | 1.351 | |
| REPSε=1.0, γ=4.02026.02 | 85.4 | 0.008 | 0.664 | 1.196 | |
| DP Uniform (no scoring)ε=0.5, γ=0.02026.02 | 85.3 | 0.007 | 0.683 | 1.246 | |
| DP Uniform (split)ε=0.5, γ=0.02026.02 | 85.1 | 0.007 | 0.689 | 1.266 | |
| Random Downwt.ε=0.5, γ=4.02026.02 | 85 | 0.007 | 0.695 | 1.285 | |
| REPSε=0.5, γ=4.02026.02 | 84.5 | 0.008 | 0.695 | 1.294 |