Fuzzy ARTMAP Neural Network IDS Evaluation applied for real IEEE 802.11w data base

Detalhes bibliográficos
Autor(a) principal: Vilela, Douglas W. F. L. [UNESP]
Data de Publicação: 2018
Outros Autores: Lotufo, Anna Diva P. [UNESP], Santos Junior, Carlos R., IEEE
Tipo de documento: Artigo de conferência
Idioma: eng
Título da fonte: Repositório Institucional da UNESP
Texto Completo: http://hdl.handle.net/11449/209621
Resumo: In the latest years, the network computers and computational systems are receiving several cyber-attacks that affect its security. This issue is pushing researches at intrusion detection system (IDS) techniques development. This paper describes the creation of a real database of a wireless network with IEEE 802.11w security amendment applied. The database was used to evaluate the Fuzzy ARTMAP classifier IDS. The methodology shows the implementation of Fuzzy ARTMAP neural network as IDS. The obtained results are promising and attest that the proposed classifier is feasible for this IDS application.
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spelling Fuzzy ARTMAP Neural Network IDS Evaluation applied for real IEEE 802.11w data baseWireless NetworkInformation SecurityIDSDatabaseFuzzy ARTMAPIn the latest years, the network computers and computational systems are receiving several cyber-attacks that affect its security. This issue is pushing researches at intrusion detection system (IDS) techniques development. This paper describes the creation of a real database of a wireless network with IEEE 802.11w security amendment applied. The database was used to evaluate the Fuzzy ARTMAP classifier IDS. The methodology shows the implementation of Fuzzy ARTMAP neural network as IDS. The obtained results are promising and attest that the proposed classifier is feasible for this IDS application.Univ Estadual Paulista Julio de Mesquita Filho UN, Dept Engn Elect, Ilha Solteira, BrazilInst Fed Educ Ciencia & Tecnol Estado Sao Paulo I, Hortolandia, BrazilUniv Estadual Paulista Julio de Mesquita Filho UN, Dept Engn Elect, Ilha Solteira, BrazilIeeeUniversidade Estadual Paulista (Unesp)Inst Fed Educ Ciencia & Tecnol Estado Sao Paulo IVilela, Douglas W. F. L. [UNESP]Lotufo, Anna Diva P. [UNESP]Santos Junior, Carlos R.IEEE2021-06-25T12:24:11Z2021-06-25T12:24:11Z2018-01-01info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/conferenceObject72018 International Joint Conference On Neural Networks (ijcnn). New York: Ieee, 7 p., 2018.2161-4393http://hdl.handle.net/11449/209621WOS:000585967401053Web of Sciencereponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPeng2018 International Joint Conference On Neural Networks (ijcnn)info:eu-repo/semantics/openAccess2021-10-23T19:28:21Zoai:repositorio.unesp.br:11449/209621Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestopendoar:29462021-10-23T19:28:21Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false
dc.title.none.fl_str_mv Fuzzy ARTMAP Neural Network IDS Evaluation applied for real IEEE 802.11w data base
title Fuzzy ARTMAP Neural Network IDS Evaluation applied for real IEEE 802.11w data base
spellingShingle Fuzzy ARTMAP Neural Network IDS Evaluation applied for real IEEE 802.11w data base
Vilela, Douglas W. F. L. [UNESP]
Wireless Network
Information Security
IDS
Database
Fuzzy ARTMAP
title_short Fuzzy ARTMAP Neural Network IDS Evaluation applied for real IEEE 802.11w data base
title_full Fuzzy ARTMAP Neural Network IDS Evaluation applied for real IEEE 802.11w data base
title_fullStr Fuzzy ARTMAP Neural Network IDS Evaluation applied for real IEEE 802.11w data base
title_full_unstemmed Fuzzy ARTMAP Neural Network IDS Evaluation applied for real IEEE 802.11w data base
title_sort Fuzzy ARTMAP Neural Network IDS Evaluation applied for real IEEE 802.11w data base
author Vilela, Douglas W. F. L. [UNESP]
author_facet Vilela, Douglas W. F. L. [UNESP]
Lotufo, Anna Diva P. [UNESP]
Santos Junior, Carlos R.
IEEE
author_role author
author2 Lotufo, Anna Diva P. [UNESP]
Santos Junior, Carlos R.
IEEE
author2_role author
author
author
dc.contributor.none.fl_str_mv Universidade Estadual Paulista (Unesp)
Inst Fed Educ Ciencia & Tecnol Estado Sao Paulo I
dc.contributor.author.fl_str_mv Vilela, Douglas W. F. L. [UNESP]
Lotufo, Anna Diva P. [UNESP]
Santos Junior, Carlos R.
IEEE
dc.subject.por.fl_str_mv Wireless Network
Information Security
IDS
Database
Fuzzy ARTMAP
topic Wireless Network
Information Security
IDS
Database
Fuzzy ARTMAP
description In the latest years, the network computers and computational systems are receiving several cyber-attacks that affect its security. This issue is pushing researches at intrusion detection system (IDS) techniques development. This paper describes the creation of a real database of a wireless network with IEEE 802.11w security amendment applied. The database was used to evaluate the Fuzzy ARTMAP classifier IDS. The methodology shows the implementation of Fuzzy ARTMAP neural network as IDS. The obtained results are promising and attest that the proposed classifier is feasible for this IDS application.
publishDate 2018
dc.date.none.fl_str_mv 2018-01-01
2021-06-25T12:24:11Z
2021-06-25T12:24:11Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/conferenceObject
format conferenceObject
status_str publishedVersion
dc.identifier.uri.fl_str_mv 2018 International Joint Conference On Neural Networks (ijcnn). New York: Ieee, 7 p., 2018.
2161-4393
http://hdl.handle.net/11449/209621
WOS:000585967401053
identifier_str_mv 2018 International Joint Conference On Neural Networks (ijcnn). New York: Ieee, 7 p., 2018.
2161-4393
WOS:000585967401053
url http://hdl.handle.net/11449/209621
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 2018 International Joint Conference On Neural Networks (ijcnn)
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv 7
dc.publisher.none.fl_str_mv Ieee
publisher.none.fl_str_mv Ieee
dc.source.none.fl_str_mv Web of Science
reponame:Repositório Institucional da UNESP
instname:Universidade Estadual Paulista (UNESP)
instacron:UNESP
instname_str Universidade Estadual Paulista (UNESP)
instacron_str UNESP
institution UNESP
reponame_str Repositório Institucional da UNESP
collection Repositório Institucional da UNESP
repository.name.fl_str_mv Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)
repository.mail.fl_str_mv
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