Matches in SemOpenAlex for { <https://semopenalex.org/work/W4205653526> ?p ?o ?g. }
Showing items 1 to 56 of
56
with 100 items per page.
- W4205653526 abstract "Recent years have seen an astounding growth in the adoption of Machine Learning algorithms to classify data gathered through monitoring activities. Those algorithms can effectively classify data as system indicators, network packets, and logs according to a model they infer during training. This way, they provide sophisticated means to conduct intrusion detection by suspecting anomalies due to attacks in the value of those features. Additionally, Meta-Learners as Bagging and Boosting build ensembles of homogeneous classifiers that are known to improve classification performance with positive impact on intrusion detection. On the other hand, it is not yet clear if ensembles of heterogeneous or diverse classifiers can build better intrusion detectors. To such extent, we first recap on n-version programming, k-out-of-m (k-o-o-m) systems and the role of diversity. Then, we present k-o-o-m systems of classifiers for intrusion detection, expanding on meta-learning and diversity measures to be applied to classifiers. This paves the way for an experimental campaign which exercises supervised and unsupervised classifiers as well as k-o-o-m voting ensembles. After presenting and discussing results, we conclude that voting ensembles of diverse classifiers does not improve intrusion detection. Therefore, while voting has been acknowledged since decades as a staple to manage n-version programming for reliable systems engineering, it is not as effective as a meta-learner to improve classification performance of intrusion detectors." @default.
- W4205653526 created "2022-01-26" @default.
- W4205653526 creator A5016669256 @default.
- W4205653526 creator A5027443752 @default.
- W4205653526 creator A5037781530 @default.
- W4205653526 date "2021-12-01" @default.
- W4205653526 modified "2023-09-25" @default.
- W4205653526 title "Detecting Intrusions by Voting Diverse Machine Learners: Is It Really Worth?" @default.
- W4205653526 doi "https://doi.org/10.1109/prdc53464.2021.00017" @default.
- W4205653526 hasPublicationYear "2021" @default.
- W4205653526 type Work @default.
- W4205653526 citedByCount "0" @default.
- W4205653526 crossrefType "proceedings-article" @default.
- W4205653526 hasAuthorship W4205653526A5016669256 @default.
- W4205653526 hasAuthorship W4205653526A5027443752 @default.
- W4205653526 hasAuthorship W4205653526A5037781530 @default.
- W4205653526 hasConcept C119857082 @default.
- W4205653526 hasConcept C124101348 @default.
- W4205653526 hasConcept C153668964 @default.
- W4205653526 hasConcept C154945302 @default.
- W4205653526 hasConcept C17744445 @default.
- W4205653526 hasConcept C199539241 @default.
- W4205653526 hasConcept C35525427 @default.
- W4205653526 hasConcept C41008148 @default.
- W4205653526 hasConcept C45942800 @default.
- W4205653526 hasConcept C46686674 @default.
- W4205653526 hasConcept C520049643 @default.
- W4205653526 hasConcept C94625758 @default.
- W4205653526 hasConceptScore W4205653526C119857082 @default.
- W4205653526 hasConceptScore W4205653526C124101348 @default.
- W4205653526 hasConceptScore W4205653526C153668964 @default.
- W4205653526 hasConceptScore W4205653526C154945302 @default.
- W4205653526 hasConceptScore W4205653526C17744445 @default.
- W4205653526 hasConceptScore W4205653526C199539241 @default.
- W4205653526 hasConceptScore W4205653526C35525427 @default.
- W4205653526 hasConceptScore W4205653526C41008148 @default.
- W4205653526 hasConceptScore W4205653526C45942800 @default.
- W4205653526 hasConceptScore W4205653526C46686674 @default.
- W4205653526 hasConceptScore W4205653526C520049643 @default.
- W4205653526 hasConceptScore W4205653526C94625758 @default.
- W4205653526 hasLocation W42056535261 @default.
- W4205653526 hasOpenAccess W4205653526 @default.
- W4205653526 hasPrimaryLocation W42056535261 @default.
- W4205653526 hasRelatedWork W1597393723 @default.
- W4205653526 hasRelatedWork W2992989722 @default.
- W4205653526 hasRelatedWork W3151529617 @default.
- W4205653526 hasRelatedWork W3185980824 @default.
- W4205653526 hasRelatedWork W4205653526 @default.
- W4205653526 hasRelatedWork W4205814101 @default.
- W4205653526 hasRelatedWork W4292969247 @default.
- W4205653526 hasRelatedWork W4293069612 @default.
- W4205653526 hasRelatedWork W4313488044 @default.
- W4205653526 hasRelatedWork W2905430408 @default.
- W4205653526 isParatext "false" @default.
- W4205653526 isRetracted "false" @default.
- W4205653526 workType "article" @default.