Research Article

NN-QuPiD Attack: Neural Network-Based Privacy Quantification Model for Private Information Retrieval Protocols

Table 3

Performance of NN-QuPiD Attack with Multilayer Perceptron algorithm under different learning rates.

Learning rateTopic ScoreQuery strings
PrecisionRecallPrecisionRecall

L = 0.10.3640.2070.450.311
L = 0.20.3690.2110.410.328
L = 0.30.3620.2040.4020.306
L = 0.40.3770.2060.3990.292
L = 0.50.3410.2040.420.275
L = 0.60.3590.1980.370.284
L = 0.70.330.1920.350.247
L = 0.80.340.1950.380.245
L = 0.90.3510.1940.4010.254
L = 0.100.3580.1950.3880.234