Matches in SemOpenAlex for { <https://semopenalex.org/work/W4312779785> ?p ?o ?g. }
Showing items 1 to 64 of
64
with 100 items per page.
- W4312779785 abstract "Sophisticated cyber-attacks and ever-evolving threats have made securing networks highly complex due to the advent of Big data and Connected systems, and inaccuracy and incompetency of current Network Intrusion Detection Systems (NIDS). This poses a need for better network intrusion detection models to enhance network security and secure communication channels in the future. Over the years, machine learning and deep learning models have proven to be effective in detecting network intrusion and classification of attacks on networks. In this paper, we present our proposed NIDS based on machine learning and deep learning techniques to enhance the performance of current network intrusion detection systems. Decision tree, ensemble machine learning techniques like Random Forest and XGBoost, and Deep Neural Networks (DNN) have been used on the modern substitutes of the benchmark KDD CUP 99 dataset, the NSL KDD, and the UNSW NB-15. We apply unique feature selection methods and achieve competitive results. For Binary Classification, the results show that our models achieve high accuracies of more than 99.25% for the NSL KDD dataset and above 93% for UNSW NB15 dataset. For Multiclass Classification, our models achieve accuracies of more than 97.70% for NSL KDD and above S2.50% for the UNSW NB15 dataset." @default.
- W4312779785 created "2023-01-05" @default.
- W4312779785 creator A5003906531 @default.
- W4312779785 creator A5068523582 @default.
- W4312779785 creator A5082346338 @default.
- W4312779785 creator A5087492178 @default.
- W4312779785 date "2022-09-05" @default.
- W4312779785 modified "2023-10-16" @default.
- W4312779785 title "Improving the Classification Effectiveness of Network Intrusion Detection Using Ensemble Machine Learning Techniques and Deep Neural Networks" @default.
- W4312779785 doi "https://doi.org/10.1109/idsta55301.2022.9923205" @default.
- W4312779785 hasPublicationYear "2022" @default.
- W4312779785 type Work @default.
- W4312779785 citedByCount "1" @default.
- W4312779785 countsByYear W43127797852023 @default.
- W4312779785 crossrefType "proceedings-article" @default.
- W4312779785 hasAuthorship W4312779785A5003906531 @default.
- W4312779785 hasAuthorship W4312779785A5068523582 @default.
- W4312779785 hasAuthorship W4312779785A5082346338 @default.
- W4312779785 hasAuthorship W4312779785A5087492178 @default.
- W4312779785 hasConcept C108583219 @default.
- W4312779785 hasConcept C119857082 @default.
- W4312779785 hasConcept C124101348 @default.
- W4312779785 hasConcept C13280743 @default.
- W4312779785 hasConcept C148483581 @default.
- W4312779785 hasConcept C154945302 @default.
- W4312779785 hasConcept C169258074 @default.
- W4312779785 hasConcept C185798385 @default.
- W4312779785 hasConcept C205649164 @default.
- W4312779785 hasConcept C35525427 @default.
- W4312779785 hasConcept C41008148 @default.
- W4312779785 hasConcept C45942800 @default.
- W4312779785 hasConcept C50644808 @default.
- W4312779785 hasConcept C84525736 @default.
- W4312779785 hasConceptScore W4312779785C108583219 @default.
- W4312779785 hasConceptScore W4312779785C119857082 @default.
- W4312779785 hasConceptScore W4312779785C124101348 @default.
- W4312779785 hasConceptScore W4312779785C13280743 @default.
- W4312779785 hasConceptScore W4312779785C148483581 @default.
- W4312779785 hasConceptScore W4312779785C154945302 @default.
- W4312779785 hasConceptScore W4312779785C169258074 @default.
- W4312779785 hasConceptScore W4312779785C185798385 @default.
- W4312779785 hasConceptScore W4312779785C205649164 @default.
- W4312779785 hasConceptScore W4312779785C35525427 @default.
- W4312779785 hasConceptScore W4312779785C41008148 @default.
- W4312779785 hasConceptScore W4312779785C45942800 @default.
- W4312779785 hasConceptScore W4312779785C50644808 @default.
- W4312779785 hasConceptScore W4312779785C84525736 @default.
- W4312779785 hasFunder F4320309549 @default.
- W4312779785 hasLocation W43127797851 @default.
- W4312779785 hasOpenAccess W4312779785 @default.
- W4312779785 hasPrimaryLocation W43127797851 @default.
- W4312779785 hasRelatedWork W2973799232 @default.
- W4312779785 hasRelatedWork W3126015411 @default.
- W4312779785 hasRelatedWork W3156604633 @default.
- W4312779785 hasRelatedWork W3170784702 @default.
- W4312779785 hasRelatedWork W3201348321 @default.
- W4312779785 hasRelatedWork W3211546796 @default.
- W4312779785 hasRelatedWork W4282833110 @default.
- W4312779785 hasRelatedWork W4283016678 @default.
- W4312779785 hasRelatedWork W4293069612 @default.
- W4312779785 hasRelatedWork W4294067781 @default.
- W4312779785 isParatext "false" @default.
- W4312779785 isRetracted "false" @default.
- W4312779785 workType "article" @default.