Matches in SemOpenAlex for { <https://semopenalex.org/work/W2000226507> ?p ?o ?g. }
Showing items 1 to 94 of
94
with 100 items per page.
- W2000226507 abstract "Intrusion detection systems (IDS) play a major role in detecting the attacks that occur in the computer or networks. Anomaly intrusion detection models detect new attacks by observing the deviation from profile. However there are many problems in the traditional IDS such as high false alarm rate, low detection capability against new network attacks and insufficient analysis capacity. The use of machine learning for intrusion models automatically increases the performance with an improved experience. This paper proposes a novel method of integrating principal component analysis (PCA) and support vector machine (SVM) by optimizing the kernel parameters using automatic parameter selection technique. This technique reduces the training and testing time to identify intrusions thereby improving the accuracy. The proposed method was tested on KDD data set. The datasets were carefully divided into training and testing considering the minority attacks such as U2R and R2L to be present in the testing set to identify the occurrence of unknown attack. The results indicate that the proposed method is successful in identifying intrusions. The experimental results show that the classification accuracy of the proposed method outperforms other classification techniques using SVM as the classifier and other dimensionality reduction or feature selection techniques. Minimum resources are consumed as the classifier input requires reduced feature set and thereby minimizing training and testing overhead time." @default.
- W2000226507 created "2016-06-24" @default.
- W2000226507 creator A5038704473 @default.
- W2000226507 creator A5085408978 @default.
- W2000226507 date "2014-11-01" @default.
- W2000226507 modified "2023-09-30" @default.
- W2000226507 title "Intrusion detection model using fusion of PCA and optimized SVM" @default.
- W2000226507 cites W1543815398 @default.
- W2000226507 cites W1594536929 @default.
- W2000226507 cites W1965729654 @default.
- W2000226507 cites W1969466477 @default.
- W2000226507 cites W1974076946 @default.
- W2000226507 cites W1978779053 @default.
- W2000226507 cites W1995064042 @default.
- W2000226507 cites W2009250942 @default.
- W2000226507 cites W2017380649 @default.
- W2000226507 cites W2049559208 @default.
- W2000226507 cites W2076704345 @default.
- W2000226507 cites W2079810272 @default.
- W2000226507 cites W2097034581 @default.
- W2000226507 cites W2105645622 @default.
- W2000226507 cites W2105779206 @default.
- W2000226507 cites W2116065364 @default.
- W2000226507 cites W2129468158 @default.
- W2000226507 cites W2130802299 @default.
- W2000226507 cites W2132870739 @default.
- W2000226507 cites W2142720090 @default.
- W2000226507 cites W2147067398 @default.
- W2000226507 cites W2160992701 @default.
- W2000226507 cites W2170172268 @default.
- W2000226507 cites W2561538539 @default.
- W2000226507 cites W4294541781 @default.
- W2000226507 doi "https://doi.org/10.1109/ic3i.2014.7019692" @default.
- W2000226507 hasPublicationYear "2014" @default.
- W2000226507 type Work @default.
- W2000226507 sameAs 2000226507 @default.
- W2000226507 citedByCount "39" @default.
- W2000226507 countsByYear W20002265072015 @default.
- W2000226507 countsByYear W20002265072016 @default.
- W2000226507 countsByYear W20002265072017 @default.
- W2000226507 countsByYear W20002265072018 @default.
- W2000226507 countsByYear W20002265072019 @default.
- W2000226507 countsByYear W20002265072020 @default.
- W2000226507 countsByYear W20002265072021 @default.
- W2000226507 countsByYear W20002265072022 @default.
- W2000226507 countsByYear W20002265072023 @default.
- W2000226507 crossrefType "proceedings-article" @default.
- W2000226507 hasAuthorship W2000226507A5038704473 @default.
- W2000226507 hasAuthorship W2000226507A5085408978 @default.
- W2000226507 hasConcept C119857082 @default.
- W2000226507 hasConcept C12267149 @default.
- W2000226507 hasConcept C124101348 @default.
- W2000226507 hasConcept C148483581 @default.
- W2000226507 hasConcept C153180895 @default.
- W2000226507 hasConcept C154945302 @default.
- W2000226507 hasConcept C27438332 @default.
- W2000226507 hasConcept C2776836416 @default.
- W2000226507 hasConcept C35525427 @default.
- W2000226507 hasConcept C41008148 @default.
- W2000226507 hasConcept C70518039 @default.
- W2000226507 hasConcept C739882 @default.
- W2000226507 hasConcept C77052588 @default.
- W2000226507 hasConcept C95623464 @default.
- W2000226507 hasConceptScore W2000226507C119857082 @default.
- W2000226507 hasConceptScore W2000226507C12267149 @default.
- W2000226507 hasConceptScore W2000226507C124101348 @default.
- W2000226507 hasConceptScore W2000226507C148483581 @default.
- W2000226507 hasConceptScore W2000226507C153180895 @default.
- W2000226507 hasConceptScore W2000226507C154945302 @default.
- W2000226507 hasConceptScore W2000226507C27438332 @default.
- W2000226507 hasConceptScore W2000226507C2776836416 @default.
- W2000226507 hasConceptScore W2000226507C35525427 @default.
- W2000226507 hasConceptScore W2000226507C41008148 @default.
- W2000226507 hasConceptScore W2000226507C70518039 @default.
- W2000226507 hasConceptScore W2000226507C739882 @default.
- W2000226507 hasConceptScore W2000226507C77052588 @default.
- W2000226507 hasConceptScore W2000226507C95623464 @default.
- W2000226507 hasLocation W20002265071 @default.
- W2000226507 hasOpenAccess W2000226507 @default.
- W2000226507 hasPrimaryLocation W20002265071 @default.
- W2000226507 hasRelatedWork W1623999640 @default.
- W2000226507 hasRelatedWork W1987806886 @default.
- W2000226507 hasRelatedWork W2078868204 @default.
- W2000226507 hasRelatedWork W2108104958 @default.
- W2000226507 hasRelatedWork W2144653557 @default.
- W2000226507 hasRelatedWork W2368759418 @default.
- W2000226507 hasRelatedWork W2389399000 @default.
- W2000226507 hasRelatedWork W2982280075 @default.
- W2000226507 hasRelatedWork W16836940 @default.
- W2000226507 hasRelatedWork W2345184372 @default.
- W2000226507 isParatext "false" @default.
- W2000226507 isRetracted "false" @default.
- W2000226507 magId "2000226507" @default.
- W2000226507 workType "article" @default.