Matches in SemOpenAlex for { <https://semopenalex.org/work/W4310614798> ?p ?o ?g. }
Showing items 1 to 72 of
72
with 100 items per page.
- W4310614798 abstract "Anomaly detection models for network flow based on machine learning have poor detection performance under extremely unbalanced training data conditions, and also have slow detection speed and large resource consumption when deploying on network edge devices. Embedding multi-teacher knowledge distillation (mKD) in anomaly detection can transfer knowledge from multiple teacher models to a single model. Inspired by this, we proposed a state-of-the-art model, mKDNAD, to improve detection performance. mKDNAD mine and integrate the knowledge of one-dimensional sequence and two-dimensional image implicit in network flow to improve the detection accuracy of small sample classes. The multi-teacher knowledge distillation method guides the train of the student model, thus speeding up the model’s detection speed and reducing the number of model parameters. Experiments in the CICIDS2017 dataset verify the improvements of our method in the detection speed and the detection accuracy in dealing with the small sample classes." @default.
- W4310614798 created "2022-12-13" @default.
- W4310614798 creator A5049692788 @default.
- W4310614798 creator A5064809639 @default.
- W4310614798 date "2022-10-21" @default.
- W4310614798 modified "2023-09-27" @default.
- W4310614798 title "mKDNAD: A network flow anomaly detection method based on multi-teacher knowledge distillation" @default.
- W4310614798 cites W1481277647 @default.
- W4310614798 cites W1969082358 @default.
- W4310614798 cites W2591712613 @default.
- W4310614798 cites W2743289088 @default.
- W4310614798 cites W2762776925 @default.
- W4310614798 cites W2775103799 @default.
- W4310614798 cites W2789828921 @default.
- W4310614798 cites W2805557887 @default.
- W4310614798 cites W2892556724 @default.
- W4310614798 cites W2937408455 @default.
- W4310614798 cites W2963360831 @default.
- W4310614798 cites W3004036452 @default.
- W4310614798 cites W3082065751 @default.
- W4310614798 cites W3110846353 @default.
- W4310614798 cites W3127291124 @default.
- W4310614798 cites W3161162272 @default.
- W4310614798 cites W3162146024 @default.
- W4310614798 doi "https://doi.org/10.1109/icsp56322.2022.9965345" @default.
- W4310614798 hasPublicationYear "2022" @default.
- W4310614798 type Work @default.
- W4310614798 citedByCount "1" @default.
- W4310614798 countsByYear W43106147982023 @default.
- W4310614798 crossrefType "proceedings-article" @default.
- W4310614798 hasAuthorship W4310614798A5049692788 @default.
- W4310614798 hasAuthorship W4310614798A5064809639 @default.
- W4310614798 hasConcept C119857082 @default.
- W4310614798 hasConcept C124101348 @default.
- W4310614798 hasConcept C153180895 @default.
- W4310614798 hasConcept C154945302 @default.
- W4310614798 hasConcept C178790620 @default.
- W4310614798 hasConcept C185592680 @default.
- W4310614798 hasConcept C198531522 @default.
- W4310614798 hasConcept C204030448 @default.
- W4310614798 hasConcept C41008148 @default.
- W4310614798 hasConcept C41608201 @default.
- W4310614798 hasConcept C43617362 @default.
- W4310614798 hasConcept C739882 @default.
- W4310614798 hasConceptScore W4310614798C119857082 @default.
- W4310614798 hasConceptScore W4310614798C124101348 @default.
- W4310614798 hasConceptScore W4310614798C153180895 @default.
- W4310614798 hasConceptScore W4310614798C154945302 @default.
- W4310614798 hasConceptScore W4310614798C178790620 @default.
- W4310614798 hasConceptScore W4310614798C185592680 @default.
- W4310614798 hasConceptScore W4310614798C198531522 @default.
- W4310614798 hasConceptScore W4310614798C204030448 @default.
- W4310614798 hasConceptScore W4310614798C41008148 @default.
- W4310614798 hasConceptScore W4310614798C41608201 @default.
- W4310614798 hasConceptScore W4310614798C43617362 @default.
- W4310614798 hasConceptScore W4310614798C739882 @default.
- W4310614798 hasLocation W43106147981 @default.
- W4310614798 hasOpenAccess W4310614798 @default.
- W4310614798 hasPrimaryLocation W43106147981 @default.
- W4310614798 hasRelatedWork W2076520961 @default.
- W4310614798 hasRelatedWork W2587789887 @default.
- W4310614798 hasRelatedWork W2961085424 @default.
- W4310614798 hasRelatedWork W3044458868 @default.
- W4310614798 hasRelatedWork W4221140401 @default.
- W4310614798 hasRelatedWork W4286629047 @default.
- W4310614798 hasRelatedWork W4289860834 @default.
- W4310614798 hasRelatedWork W4306674287 @default.
- W4310614798 hasRelatedWork W4312772600 @default.
- W4310614798 hasRelatedWork W4224009465 @default.
- W4310614798 isParatext "false" @default.
- W4310614798 isRetracted "false" @default.
- W4310614798 workType "article" @default.