Membership Inference Attack on Purchase-10
96.79AccuracyRF
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| RFDefense Status=No Defense2026.02 | 96.79 | — | — | — | — | — | — | |
| SVCDefense Status=No Defense2026.02 | 77.14 | — | — | — | — | — | — | |
| Neural NetworkDefense Status=None, Model Type=Neural Network2026.02 | 57.7 | — | — | — | — | — | — | |
| LRDefense Status=With Proposed Defense2026.02 | 52.07 | — | — | — | — | — | — | |
| LRDefense Status=No Defense2026.02 | 51.56 | — | — | — | — | — | — | |
| SVCDefense Status=With Proposed Defense2026.02 | 51.09 | — | — | — | — | — | — | |
| Neighborhood-DefenseDefense Status=Neighborhood-Defense, Model Type=Neural Network2026.02 | 50.4 | — | — | — | — | — | — | |
| RFDefense Status=With Proposed Defense2026.02 | 49.51 | — | — | — | — | — | — | |
| LRModel=Logistic Regression2026.02 | — | 51 | 50 | 56 | 52 | 57 | 52 | |
| RFModel=Random Forest2026.02 | — | 51 | 50 | 96 | 53 | 96 | 54 | |
| SVCModel=Support Vector Classifier2026.02 | — | 50 | 51 | 80 | 52 | 80 | 52 |