Matches in SemOpenAlex for { <https://semopenalex.org/work/W2947091816> ?p ?o ?g. }
Showing items 1 to 72 of
72
with 100 items per page.
- W2947091816 endingPage "493" @default.
- W2947091816 startingPage "488" @default.
- W2947091816 abstract "This paper reports on our experience with deploying network traffic classifiers in a live Software Defined Network (SDN). We select five simple machine learning (ML) algorithms and implement them for Distributed Denial of Service (DDoS) detection. Using publicly available datasets, we establish a standard reference for the performance of each classifier (algorithm) in terms of accuracy, precision and detection rate. An identical experiment over a live SDN shows that the classifiers perform significantly poorer compared to the reference standard, exhibiting up to 11.2% lower accuracy, 30.2% lower precision and detection rate lower than 15% (98% in the reference standard). We argue that the interactions between network elements such as the switch and the controller significantly significantly affects the performance of ML algorithms in a live network which must be accounted for in a real deployment." @default.
- W2947091816 created "2019-06-07" @default.
- W2947091816 creator A5007294651 @default.
- W2947091816 creator A5086869190 @default.
- W2947091816 creator A5089259830 @default.
- W2947091816 creator A5090048437 @default.
- W2947091816 date "2019-04-08" @default.
- W2947091816 modified "2023-09-26" @default.
- W2947091816 title "Traffic Classification with Machine Learning in a Live Network" @default.
- W2947091816 hasPublicationYear "2019" @default.
- W2947091816 type Work @default.
- W2947091816 sameAs 2947091816 @default.
- W2947091816 citedByCount "1" @default.
- W2947091816 countsByYear W29470918162021 @default.
- W2947091816 crossrefType "journal-article" @default.
- W2947091816 hasAuthorship W2947091816A5007294651 @default.
- W2947091816 hasAuthorship W2947091816A5086869190 @default.
- W2947091816 hasAuthorship W2947091816A5089259830 @default.
- W2947091816 hasAuthorship W2947091816A5090048437 @default.
- W2947091816 hasConcept C105339364 @default.
- W2947091816 hasConcept C110875604 @default.
- W2947091816 hasConcept C111919701 @default.
- W2947091816 hasConcept C119857082 @default.
- W2947091816 hasConcept C154945302 @default.
- W2947091816 hasConcept C169988225 @default.
- W2947091816 hasConcept C2777904410 @default.
- W2947091816 hasConcept C31258907 @default.
- W2947091816 hasConcept C38822068 @default.
- W2947091816 hasConcept C41008148 @default.
- W2947091816 hasConcept C5119721 @default.
- W2947091816 hasConcept C95623464 @default.
- W2947091816 hasConceptScore W2947091816C105339364 @default.
- W2947091816 hasConceptScore W2947091816C110875604 @default.
- W2947091816 hasConceptScore W2947091816C111919701 @default.
- W2947091816 hasConceptScore W2947091816C119857082 @default.
- W2947091816 hasConceptScore W2947091816C154945302 @default.
- W2947091816 hasConceptScore W2947091816C169988225 @default.
- W2947091816 hasConceptScore W2947091816C2777904410 @default.
- W2947091816 hasConceptScore W2947091816C31258907 @default.
- W2947091816 hasConceptScore W2947091816C38822068 @default.
- W2947091816 hasConceptScore W2947091816C41008148 @default.
- W2947091816 hasConceptScore W2947091816C5119721 @default.
- W2947091816 hasConceptScore W2947091816C95623464 @default.
- W2947091816 hasLocation W29470918161 @default.
- W2947091816 hasOpenAccess W2947091816 @default.
- W2947091816 hasPrimaryLocation W29470918161 @default.
- W2947091816 hasRelatedWork W2023290353 @default.
- W2947091816 hasRelatedWork W2060598671 @default.
- W2947091816 hasRelatedWork W2122192957 @default.
- W2947091816 hasRelatedWork W2138449377 @default.
- W2947091816 hasRelatedWork W2613548641 @default.
- W2947091816 hasRelatedWork W2766670616 @default.
- W2947091816 hasRelatedWork W2770807865 @default.
- W2947091816 hasRelatedWork W2906986429 @default.
- W2947091816 hasRelatedWork W2968438504 @default.
- W2947091816 hasRelatedWork W2988973149 @default.
- W2947091816 hasRelatedWork W3032948302 @default.
- W2947091816 hasRelatedWork W3096073807 @default.
- W2947091816 hasRelatedWork W3115107699 @default.
- W2947091816 hasRelatedWork W3125415052 @default.
- W2947091816 hasRelatedWork W3159442809 @default.
- W2947091816 hasRelatedWork W3161205829 @default.
- W2947091816 hasRelatedWork W3168522608 @default.
- W2947091816 hasRelatedWork W3177990660 @default.
- W2947091816 hasRelatedWork W3192636990 @default.
- W2947091816 hasRelatedWork W3195531945 @default.
- W2947091816 isParatext "false" @default.
- W2947091816 isRetracted "false" @default.
- W2947091816 magId "2947091816" @default.
- W2947091816 workType "article" @default.