GPR-RF: A Network Attack Traffic Detection Method Based on Random Forest and Bayesian Optimization
Xiaoyu Du,
Lvzhou Lin,
Zhijie Han
et al.
Abstract:Intrusion detection systems can identify intrusion processes which are attempting to intrude, in the process of intruding, or have already occurred.Intrusion detection is a proactive defense approach. Intrusion detection system models built by machine learning are very sensitive to hyper-parameter settings, and different combinations of hyper-parameters can dramatically affect the model's capabilities. In previous work, finding hyperparameters corresponding to advanced models is a difficult task. In order to d… Show more
Set email alert for when this publication receives citations?
scite is a Brooklyn-based organization that helps researchers better discover and understand research articles through Smart Citations–citations that display the context of the citation and describe whether the article provides supporting or contrasting evidence. scite is used by students and researchers from around the world and is funded in part by the National Science Foundation and the National Institute on Drug Abuse of the National Institutes of Health.