Research Article

Providing a Consistent Method to Model the Behavior and Modelling Intrusion Detection Using A Hybrid Particle Swarm Optimization-Logistic Regression Algorithm

Table 1

Performance measure (features) and comparison of the performance of several techniques (model).

Training stage
RRMSEMPAEMAE

AI models
 BPN-RPSO-log0.990.0233.680.037
 RPSO-log0.990.0515.910.055
 PSO-log0.980.0616.230.082
 Log0.970.28529.960.294

Testing stage
RRMSEMPAEMAE
AI models
 BPN-RPSO-log0.960.0294.840.035
 RPSO-log0.930.0531.840.046
 PSO-log0.920.0652.430.068
 Log0.900.30522.760.322