Matches in SemOpenAlex for { <https://semopenalex.org/work/W4300861044> ?p ?o ?g. }
Showing items 1 to 78 of
78
with 100 items per page.
- W4300861044 endingPage "104" @default.
- W4300861044 startingPage "93" @default.
- W4300861044 abstract "Cyber threats are diversified in both volume and variety as most of the organizations develop and accept emerging technologies related to big data, cloud computing, and Internet of Things. In the area of cyber security, intrusion detection system (IDS) plays a significant role to identify the existing attack from network traffic. Over the past few decades, a lot of research works have been performed in this area. Researchers have used DARPA, KDD98, KDD99, and NSL-KDD datasets as a benchmark for their experiments. However, in the current network scenario, these datasets do not intuitively reflect proper network traffic and modern low footprint attacks. In this regard, this paper proposes a novel intrusion detection technique, where principal component analysis (PCA) has been used for dimensionality reduction, and multilayer perceptron (MLP) has been applied for classification. All the experiments have been conducted over the current UNSW-NB15 dataset consisting of a total of 2540,044 records with 9 different types of modern low footprint attacks. The experimental results demonstrate that the proposed misuse-based technique achieved a higher detection rate and low false alarm rate in comparison with other existing methods in the literature." @default.
- W4300861044 created "2022-10-04" @default.
- W4300861044 creator A5003636421 @default.
- W4300861044 creator A5032288798 @default.
- W4300861044 creator A5037737561 @default.
- W4300861044 creator A5079993367 @default.
- W4300861044 date "2022-10-04" @default.
- W4300861044 modified "2023-09-26" @default.
- W4300861044 title "An Intelligent Intrusion Detection System Using a Novel Combination of PCA and MLP" @default.
- W4300861044 cites W1971751469 @default.
- W4300861044 cites W1976816362 @default.
- W4300861044 cites W1978779053 @default.
- W4300861044 cites W2070972336 @default.
- W4300861044 cites W2296509296 @default.
- W4300861044 cites W2342408547 @default.
- W4300861044 cites W2603557132 @default.
- W4300861044 cites W2618459989 @default.
- W4300861044 cites W2626309987 @default.
- W4300861044 cites W2762776925 @default.
- W4300861044 cites W2766315530 @default.
- W4300861044 cites W2772317693 @default.
- W4300861044 doi "https://doi.org/10.1007/978-981-19-2300-5_7" @default.
- W4300861044 hasPublicationYear "2022" @default.
- W4300861044 type Work @default.
- W4300861044 citedByCount "0" @default.
- W4300861044 crossrefType "book-chapter" @default.
- W4300861044 hasAuthorship W4300861044A5003636421 @default.
- W4300861044 hasAuthorship W4300861044A5032288798 @default.
- W4300861044 hasAuthorship W4300861044A5037737561 @default.
- W4300861044 hasAuthorship W4300861044A5079993367 @default.
- W4300861044 hasConcept C111919701 @default.
- W4300861044 hasConcept C119857082 @default.
- W4300861044 hasConcept C124101348 @default.
- W4300861044 hasConcept C13280743 @default.
- W4300861044 hasConcept C132943942 @default.
- W4300861044 hasConcept C154945302 @default.
- W4300861044 hasConcept C166957645 @default.
- W4300861044 hasConcept C185798385 @default.
- W4300861044 hasConcept C205649164 @default.
- W4300861044 hasConcept C27438332 @default.
- W4300861044 hasConcept C35525427 @default.
- W4300861044 hasConcept C41008148 @default.
- W4300861044 hasConcept C75684735 @default.
- W4300861044 hasConcept C77052588 @default.
- W4300861044 hasConcept C79974875 @default.
- W4300861044 hasConceptScore W4300861044C111919701 @default.
- W4300861044 hasConceptScore W4300861044C119857082 @default.
- W4300861044 hasConceptScore W4300861044C124101348 @default.
- W4300861044 hasConceptScore W4300861044C13280743 @default.
- W4300861044 hasConceptScore W4300861044C132943942 @default.
- W4300861044 hasConceptScore W4300861044C154945302 @default.
- W4300861044 hasConceptScore W4300861044C166957645 @default.
- W4300861044 hasConceptScore W4300861044C185798385 @default.
- W4300861044 hasConceptScore W4300861044C205649164 @default.
- W4300861044 hasConceptScore W4300861044C27438332 @default.
- W4300861044 hasConceptScore W4300861044C35525427 @default.
- W4300861044 hasConceptScore W4300861044C41008148 @default.
- W4300861044 hasConceptScore W4300861044C75684735 @default.
- W4300861044 hasConceptScore W4300861044C77052588 @default.
- W4300861044 hasConceptScore W4300861044C79974875 @default.
- W4300861044 hasLocation W43008610441 @default.
- W4300861044 hasOpenAccess W4300861044 @default.
- W4300861044 hasPrimaryLocation W43008610441 @default.
- W4300861044 hasRelatedWork W1581002732 @default.
- W4300861044 hasRelatedWork W2022050244 @default.
- W4300861044 hasRelatedWork W2348846906 @default.
- W4300861044 hasRelatedWork W2366221835 @default.
- W4300861044 hasRelatedWork W2374211671 @default.
- W4300861044 hasRelatedWork W2380006768 @default.
- W4300861044 hasRelatedWork W2388753273 @default.
- W4300861044 hasRelatedWork W2982280075 @default.
- W4300861044 hasRelatedWork W3014300295 @default.
- W4300861044 hasRelatedWork W3176043498 @default.
- W4300861044 isParatext "false" @default.
- W4300861044 isRetracted "false" @default.
- W4300861044 workType "book-chapter" @default.