Medical diagnostic value preservation on NHANES 2017-2018 (test)
1.2wMAPEM-Opt
Evaluation Results
| Method | Links | |
|---|---|---|
| M-OptPrivacy budget (ε)=0.5, Adversary budget level (B)=(3k+1)ε, Average total budget (Ă)=4.44, Mechanism=Exponential2026.05 | 1.2 | |
| M-OptPrivacy budget (ε)=0.5, Adversary budget level (B)=(2k+1)ε, Average total budget (Ă)=3.12, Mechanism=Exponential2026.05 | 1.7 | |
| M-RootsPrivacy budget (ε)=0.5, Adversary budget level (B)=(3k+1)ε, Average total budget (Ă)=4.44, Mechanism=Exponential2026.05 | 1.8 | |
| M-RootsPrivacy budget (ε)=0.5, Adversary budget level (B)=(2k+1)ε, Average total budget (Ă)=3.12, Mechanism=Exponential2026.05 | 2.4 | |
| M-OptPrivacy budget (ε)=0.5, Adversary budget level (B)=(k+1)ε, Average total budget (Ă)=1.81, Mechanism=Exponential2026.05 | 2.7 | |
| M-OptPrivacy budget (ε)=0.2, Adversary budget level (B)=(3k+1)ε, Average total budget (Ă)=1.78, Mechanism=Exponential2026.05 | 3.3 | |
| M-RootsPrivacy budget (ε)=0.5, Adversary budget level (B)=(k+1)ε, Average total budget (Ă)=1.81, Mechanism=Exponential2026.05 | 4 | |
| M-OptPrivacy budget (ε)=0.2, Adversary budget level (B)=(2k+1)ε, Average total budget (Ă)=1.25, Mechanism=Exponential2026.05 | 4.5 | |
| M-RootsPrivacy budget (ε)=0.2, Adversary budget level (B)=(3k+1)ε, Average total budget (Ă)=1.78, Mechanism=Exponential2026.05 | 4.6 | |
| M-AllPrivacy budget (ε)=0.5, Adversary budget level (B)=(k+1)ε, Average total budget (Ă)=1.81, Mechanism=Exponential2026.05 | 5.6 | |
| M-OptPrivacy budget (ε)=0.1, Adversary budget level (B)=(3k+1)ε, Average total budget (Ă)=0.89, Mechanism=Exponential2026.05 | 5.6 | |
| M-AllPrivacy budget (ε)=0.5, Adversary budget level (B)=(2k+1)ε, Average total budget (Ă)=3.12, Mechanism=Exponential2026.05 | 5.7 | |
| M-AllPrivacy budget (ε)=0.5, Adversary budget level (B)=(3k+1)ε, Average total budget (Ă)=4.44, Mechanism=Exponential2026.05 | 5.9 | |
| M-RootsPrivacy budget (ε)=0.2, Adversary budget level (B)=(2k+1)ε, Average total budget (Ă)=1.25, Mechanism=Exponential2026.05 | 5.9 | |
| M-OptPrivacy budget (ε)=0.2, Adversary budget level (B)=(k+1)ε, Average total budget (Ă)=0.73, Mechanism=Exponential2026.05 | 6.6 | |
| M-OptPrivacy budget (ε)=0.1, Adversary budget level (B)=(2k+1)ε, Average total budget (Ă)=0.62, Mechanism=Exponential2026.05 | 7.8 | |
| M-RootsPrivacy budget (ε)=0.1, Adversary budget level (B)=(3k+1)ε, Average total budget (Ă)=0.89, Mechanism=Exponential2026.05 | 8.7 | |
| M-RootsPrivacy budget (ε)=0.2, Adversary budget level (B)=(k+1)ε, Average total budget (Ă)=0.73, Mechanism=Exponential2026.05 | 10.1 | |
| M-OptPrivacy budget (ε)=0.05, Adversary budget level (B)=(3k+1)ε, Average total budget (Ă)=0.44, Mechanism=Exponential2026.05 | 11.2 | |
| M-RootsPrivacy budget (ε)=0.1, Adversary budget level (B)=(2k+1)ε, Average total budget (Ă)=0.62, Mechanism=Exponential2026.05 | 11.4 | |
| M-AllPrivacy budget (ε)=0.2, Adversary budget level (B)=(3k+1)ε, Average total budget (Ă)=1.78, Mechanism=Exponential2026.05 | 12.2 | |
| M-AllPrivacy budget (ε)=0.2, Adversary budget level (B)=(2k+1)ε, Average total budget (Ă)=1.25, Mechanism=Exponential2026.05 | 12.3 | |
| M-AllPrivacy budget (ε)=0.2, Adversary budget level (B)=(k+1)ε, Average total budget (Ă)=0.73, Mechanism=Exponential2026.05 | 12.6 | |
| M-OptPrivacy budget (ε)=0.05, Adversary budget level (B)=(2k+1)ε, Average total budget (Ă)=0.31, Mechanism=Exponential2026.05 | 13.3 | |
| M-OptPrivacy budget (ε)=0.1, Adversary budget level (B)=(k+1)ε, Average total budget (Ă)=0.36, Mechanism=Exponential2026.05 | 13.6 | |
| M-RootsPrivacy budget (ε)=0.05, Adversary budget level (B)=(3k+1)ε, Average total budget (Ă)=0.44, Mechanism=Exponential2026.05 | 14.3 | |
| M-RootsPrivacy budget (ε)=0.1, Adversary budget level (B)=(k+1)ε, Average total budget (Ă)=0.36, Mechanism=Exponential2026.05 | 14.9 | |
| M-RootsPrivacy budget (ε)=0.05, Adversary budget level (B)=(2k+1)ε, Average total budget (Ă)=0.31, Mechanism=Exponential2026.05 | 18 | |
| M-AllPrivacy budget (ε)=0.1, Adversary budget level (B)=(2k+1)ε, Average total budget (Ă)=0.62, Mechanism=Exponential2026.05 | 20.3 | |
| M-AllPrivacy budget (ε)=0.1, Adversary budget level (B)=(k+1)ε, Average total budget (Ă)=0.36, Mechanism=Exponential2026.05 | 20.5 | |
| M-AllPrivacy budget (ε)=0.1, Adversary budget level (B)=(3k+1)ε, Average total budget (Ă)=0.89, Mechanism=Exponential2026.05 | 21.5 | |
| M-OptPrivacy budget (ε)=0.05, Adversary budget level (B)=(k+1)ε, Average total budget (Ă)=0.18, Mechanism=Exponential2026.05 | 21.6 | |
| M-OptPrivacy budget (ε)=0.02, Adversary budget level (B)=(3k+1)ε, Average total budget (Ă)=0.18, Mechanism=Exponential2026.05 | 21.9 | |
| M-RootsPrivacy budget (ε)=0.05, Adversary budget level (B)=(k+1)ε, Average total budget (Ă)=0.18, Mechanism=Exponential2026.05 | 26 | |
| M-RootsPrivacy budget (ε)=0.02, Adversary budget level (B)=(3k+1)ε, Average total budget (Ă)=0.18, Mechanism=Exponential2026.05 | 27.9 | |
| M-OptPrivacy budget (ε)=0.02, Adversary budget level (B)=(2k+1)ε, Average total budget (Ă)=0.12, Mechanism=Exponential2026.05 | 29.2 | |
| M-AllPrivacy budget (ε)=0.05, Adversary budget level (B)=(3k+1)ε, Average total budget (Ă)=0.44, Mechanism=Exponential2026.05 | 33.7 | |
| M-AllPrivacy budget (ε)=0.05, Adversary budget level (B)=(2k+1)ε, Average total budget (Ă)=0.31, Mechanism=Exponential2026.05 | 33.8 | |
| M-RootsPrivacy budget (ε)=0.02, Adversary budget level (B)=(2k+1)ε, Average total budget (Ă)=0.12, Mechanism=Exponential2026.05 | 34.1 | |
| M-AllPrivacy budget (ε)=0.05, Adversary budget level (B)=(k+1)ε, Average total budget (Ă)=0.18, Mechanism=Exponential2026.05 | 35 | |
| M-OptPrivacy budget (ε)=0.01, Adversary budget level (B)=(3k+1)ε, Average total budget (Ă)=0.09, Mechanism=Exponential2026.05 | 37.3 | |
| M-OptPrivacy budget (ε)=0.02, Adversary budget level (B)=(k+1)ε, Average total budget (Ă)=0.07, Mechanism=Exponential2026.05 | 46 | |
| M-RootsPrivacy budget (ε)=0.01, Adversary budget level (B)=(3k+1)ε, Average total budget (Ă)=0.09, Mechanism=Exponential2026.05 | 47.3 | |
| M-OptPrivacy budget (ε)=0.01, Adversary budget level (B)=(2k+1)ε, Average total budget (Ă)=0.06, Mechanism=Exponential2026.05 | 48.3 | |
| M-RootsPrivacy budget (ε)=0.02, Adversary budget level (B)=(k+1)ε, Average total budget (Ă)=0.07, Mechanism=Exponential2026.05 | 55.5 | |
| M-RootsPrivacy budget (ε)=0.01, Adversary budget level (B)=(2k+1)ε, Average total budget (Ă)=0.06, Mechanism=Exponential2026.05 | 63 | |
| M-AllPrivacy budget (ε)=0.02, Adversary budget level (B)=(k+1)ε, Average total budget (Ă)=0.07, Mechanism=Exponential2026.05 | 70.3 | |
| M-AllPrivacy budget (ε)=0.02, Adversary budget level (B)=(3k+1)ε, Average total budget (Ă)=0.18, Mechanism=Exponential2026.05 | 72.3 | |
| M-AllPrivacy budget (ε)=0.02, Adversary budget level (B)=(2k+1)ε, Average total budget (Ă)=0.12, Mechanism=Exponential2026.05 | 75.7 | |
| M-OptPrivacy budget (ε)=0.01, Adversary budget level (B)=(k+1)ε, Average total budget (Ă)=0.04, Mechanism=Exponential2026.05 | 86.6 | |
| M-RootsPrivacy budget (ε)=0.01, Adversary budget level (B)=(k+1)ε, Average total budget (Ă)=0.04, Mechanism=Exponential2026.05 | 101.9 | |
| M-AllPrivacy budget (ε)=0.01, Adversary budget level (B)=(2k+1)ε, Average total budget (Ă)=0.06, Mechanism=Exponential2026.05 | 112.6 | |
| M-AllPrivacy budget (ε)=0.01, Adversary budget level (B)=(k+1)ε, Average total budget (Ă)=0.04, Mechanism=Exponential2026.05 | 122.5 | |
| M-AllPrivacy budget (ε)=0.01, Adversary budget level (B)=(3k+1)ε, Average total budget (Ă)=0.09, Mechanism=Exponential2026.05 | 129.5 |