Research Article
QuPiD Attack: Machine Learning-Based Privacy Quantification Mechanism for PIR Protocols in Health-Related Web Search
Table 5
Percentage of users in a group based on true-positive values of the noisy dataset.
| True-positive percentage bands | Tree-based | Rule-based | Lazy learner | Metaheuristic | Bayesian | J48 | LMT | DT | JRip | OneR | IBK | KStar | Bagging | LogitBoost | Bayes Net |
| 100%-90% | 2 | 2 | 2 | 2 | 0 | 2 | 2 | 2 | 0 | 2 | 90%-80% | 2 | 2 | 2 | 2 | 4 | 2 | 0 | 2 | 2 | 2 | 80%-70% | 4 | 2 | 4 | 2 | 0 | 4 | 4 | 4 | 2 | 4 | 70%-60% | 4 | 8 | 4 | 2 | 6 | 4 | 6 | 4 | 0 | 2 | 60%-50% | 14 | 2 | 4 | 6 | 0 | 24 | 16 | 18 | 2 | 14 | 50%-40% | 26 | 28 | 24 | 4 | 10 | 18 | 22 | 20 | 6 | 20 | Below 40% | 48 | 56 | 60 | 82 | 80 | 46 | 50 | 50 | 88 | 56 |
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