Regression on Data-5 (Average relative MSE)
0.011Average Relative MSEOLS
Evaluation results
| Method | Links | |
|---|---|---|
| OLSSize (n, d)=(5875, 21), Privacy=Non-private, Repetitions=1002025.10 | 0.011 | |
| BinAggSize (n, d)=(5875, 21), Privacy=mu-GDP (mu=1), Repetitions=1002025.10 | 0.016 | |
| OriginalAveraging=across 10 synthetic datasets2025.10 | 0.033 | |
| DP-GDSize (n, d)=(5875, 21), Privacy=mu-GDP (mu=1), Repetitions=1002025.10 | 0.062 | |
| AdaSSPSize (n, d)=(5875, 21), Privacy=mu-GDP (mu=1), Repetitions=1002025.10 | 0.08 | |
| BinAggprivacy_budget_epsilon=1, privacy_budget_delta=1/n^1.1, Averaging=across 10 synthetic datasets2025.10 | 0.677 | |
| PATE-CTGANprivacy_budget_epsilon=1, privacy_budget_delta=1/n^1.1, Averaging=across 10 synthetic datasets2025.10 | 1 | |
| AIMprivacy_budget_epsilon=1, privacy_budget_delta=1/n^1.1, Averaging=across 10 synthetic datasets2025.10 | 1.058 | |
| DP-CTGANprivacy_budget_epsilon=1, privacy_budget_delta=1/n^1.1, Averaging=across 10 synthetic datasets2025.10 | 1.139 | |
| PATE-GANprivacy_budget_epsilon=1, privacy_budget_delta=1/n^1.1, Averaging=across 10 synthetic datasets2025.10 | 2.241 | |
| DP-GANprivacy_budget_epsilon=1, privacy_budget_delta=1/n^1.1, Averaging=across 10 synthetic datasets2025.10 | 2.527 |