Synthetic Data Generation on breast_cancer
0.989TSTRNon-private
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Non-privateε=0.5, γ=N/A2026.02 | 0.989 | 0.038 | 0.904 | 1.016 | |
| Non-privateε=1.0, γ=N/A2026.02 | 0.989 | 0.038 | 0.904 | 1.016 | |
| Non-privateε=2.0, γ=N/A2026.02 | 0.989 | 0.038 | 0.904 | 1.016 | |
| Non-privateε=4.0, γ=N/A2026.02 | 0.989 | 0.038 | 0.904 | 1.016 | |
| DP Uniform (no scoring)ε=4.0, γ=02026.02 | 0.966 | 0.023 | 0.574 | 0.644 | |
| DP Uniform (split)ε=4.0, γ=02026.02 | 0.965 | 0.037 | 0.585 | 0.677 | |
| Hard Removalε=4.0, γ=42026.02 | 0.965 | 0.045 | 0.565 | 0.645 | |
| REPSε=4.0, γ=42026.02 | 0.963 | 0.034 | 0.558 | 0.639 | |
| Random Downwt.ε=4.0, γ=42026.02 | 0.961 | 0.035 | 0.565 | 0.645 | |
| DP Uniform (no scoring)ε=2.0, γ=02026.02 | 0.959 | 0.042 | 0.585 | 0.661 | |
| DP Uniform (split)ε=2.0, γ=02026.02 | 0.958 | 0.027 | 0.573 | 0.643 | |
| Random Downwt.ε=2.0, γ=42026.02 | 0.954 | 0.034 | 0.562 | 0.643 | |
| REPSε=2.0, γ=42026.02 | 0.946 | 0.034 | 0.568 | 0.649 | |
| Hard Removalε=2.0, γ=42026.02 | 0.946 | 0.026 | 0.574 | 0.655 | |
| DP Uniform (no scoring)ε=1.0, γ=02026.02 | 0.914 | 0.049 | 0.568 | 0.653 | |
| DP Uniform (split)ε=1.0, γ=02026.02 | 0.91 | 0.047 | 0.558 | 0.64 | |
| REPSε=1.0, γ=42026.02 | 0.821 | 0.04 | 0.559 | 0.641 | |
| Random Downwt.ε=1.0, γ=42026.02 | 0.817 | 0.047 | 0.564 | 0.652 | |
| Hard Removalε=1.0, γ=42026.02 | 0.781 | 0.022 | 0.554 | 0.647 | |
| DP Uniform (no scoring)ε=0.5, γ=02026.02 | 0.751 | 0.032 | 0.572 | 0.657 | |
| DP Uniform (split)ε=0.5, γ=02026.02 | 0.721 | 0.046 | 0.548 | 0.624 | |
| Random Downwt.ε=0.5, γ=0.52026.02 | 0.708 | 0.055 | 0.546 | 0.63 | |
| Hard Removalε=0.5, γ=0.52026.02 | 0.707 | 0.054 | 0.55 | 0.628 | |
| REPSε=0.5, γ=0.52026.02 | 0.705 | 0.063 | 0.55 | 0.629 |