Membership Inference Attack on Purchase-50
96.77AccuracyRF
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| RFDefense Status=No Defense2026.02 | 96.77 | — | — | — | — | — | — | |
| SVCDefense Status=No Defense2026.02 | 91.25 | — | — | — | — | — | — | |
| LRDefense Status=No Defense2026.02 | 51.65 | — | — | — | — | — | — | |
| RFDefense Status=With Proposed Defense2026.02 | 50.58 | — | — | — | — | — | — | |
| LRDefense Status=With Proposed Defense2026.02 | 50.55 | — | — | — | — | — | — | |
| SVCDefense Status=With Proposed Defense2026.02 | 49.79 | — | — | — | — | — | — | |
| LRModel=Logistic Regression2026.02 | — | 51 | 51 | 0.61 | 0.52 | 0.64 | 0.53 | |
| RFModel=Random Forest2026.02 | — | 52 | 52 | 0.96 | 0.52 | 0.97 | 0.55 | |
| SVCModel=Support Vector Classifier2026.02 | — | 50 | 53 | 0.78 | 0.53 | 0.78 | 0.53 |