Improved Population Intelligence Algorithm and BP Neural Network for Network Security Posture Prediction

Table 3

Performance of the five models on the web attack dataset.

Model	F1-score	Recall	Precision	Accuracy
Original PSO	0.585	0.496	0.549	0.878
Original GA	0.596	0.517	0.595	0.892
SVR	0.797	0.697	0.696	0.928
RFR	0.826	0.714	0.767	0.949
Proposed	0.865	0.738	0.998	0.979