Membership Inference Attack on Purchase-20
95.89AccuracyRF
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| RFDefense Status=No Defense2026.02 | 95.89 | — | — | — | — | — | — | |
| SVCDefense Status=No Defense2026.02 | 92.17 | — | — | — | — | — | — | |
| SVCDefense Status=With Proposed Defense2026.02 | 51.01 | — | — | — | — | — | — | |
| LRDefense Status=With Proposed Defense2026.02 | 50.78 | — | — | — | — | — | — | |
| LRDefense Status=No Defense2026.02 | 47.74 | — | — | — | — | — | — | |
| RFDefense Status=With Proposed Defense2026.02 | 47.19 | — | — | — | — | — | — | |
| LRModel=Logistic Regression2026.02 | — | 50 | 51 | 56 | 51 | 60 | 52 | |
| RFModel=Random Forest2026.02 | — | 51 | 53 | 97 | 51 | 98 | 54 | |
| SVCModel=Support Vector Classifier2026.02 | — | 49 | 52 | 81 | 52 | 81 | 53 |