Research Article

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

Table 5

Performance of NN-QuPiD Attack with RNN algorithm and query string feature vector under different Epochs.

EpochsRNN LSTMRNN BiLSTM
PrecisionRecallPrecisionRecall

50.9360.4320.9330.451
100.950.4570.9380.452
150.9360.4620.9450.468
200.9360.4630.920.485
250.9360.4620.9280.479
300.9340.4670.9450.493
500.9320.4590.9250.493
1000.9340.4660.9230.512
1500.9320.470.9310.51