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, Carlos R.
Tipo de documento: Artigo de conferência
Idioma: eng
Título da fonte: Repositório Institucional da UNESP
Texto Completo: http://dx.doi.org/10.1109/IJCNN.2018.8489217
http://hdl.handle.net/11449/187060
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 baseDatabaseFuzzy ARTMAPIDSInformation SecurityWireless NetworkIn 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.Departamento de Engenharia Elétrica Universidade Estadual Paulista 'Julio de Mesquita Filho'-UNESPInstituto Federal de Educacao Ciencia e Tecnologia Do Estado de Sao Paulo - IFSPDepartamento de Engenharia Elétrica Universidade Estadual Paulista 'Julio de Mesquita Filho'-UNESPUniversidade Estadual Paulista (Unesp)Ciencia e Tecnologia Do Estado de Sao Paulo - IFSPVilela, Douglas W. F. L. [UNESP]Lotufo, Anna Diva P. [UNESP]Santos, Carlos R.2019-10-06T15:24:16Z2019-10-06T15:24:16Z2018-10-10info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/conferenceObjecthttp://dx.doi.org/10.1109/IJCNN.2018.8489217Proceedings of the International Joint Conference on Neural Networks, v. 2018-July.http://hdl.handle.net/11449/18706010.1109/IJCNN.2018.84892172-s2.0-85056519057Scopusreponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengProceedings of the International Joint Conference on Neural Networksinfo:eu-repo/semantics/openAccess2021-10-23T04:15:51Zoai:repositorio.unesp.br:11449/187060Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestopendoar:29462021-10-23T04:15:51Repositório 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]
Database
Fuzzy ARTMAP
IDS
Information Security
Wireless Network
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, Carlos R.
author_role author
author2 Lotufo, Anna Diva P. [UNESP]
Santos, Carlos R.
author2_role author
author
dc.contributor.none.fl_str_mv Universidade Estadual Paulista (Unesp)
Ciencia e Tecnologia Do Estado de Sao Paulo - IFSP
dc.contributor.author.fl_str_mv Vilela, Douglas W. F. L. [UNESP]
Lotufo, Anna Diva P. [UNESP]
Santos, Carlos R.
dc.subject.por.fl_str_mv Database
Fuzzy ARTMAP
IDS
Information Security
Wireless Network
topic Database
Fuzzy ARTMAP
IDS
Information Security
Wireless Network
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 2018-10-10
2019-10-06T15:24:16Z
2019-10-06T15:24:16Z
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 http://dx.doi.org/10.1109/IJCNN.2018.8489217
Proceedings of the International Joint Conference on Neural Networks, v. 2018-July.
http://hdl.handle.net/11449/187060
10.1109/IJCNN.2018.8489217
2-s2.0-85056519057
url http://dx.doi.org/10.1109/IJCNN.2018.8489217
http://hdl.handle.net/11449/187060
identifier_str_mv Proceedings of the International Joint Conference on Neural Networks, v. 2018-July.
10.1109/IJCNN.2018.8489217
2-s2.0-85056519057
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Proceedings of the International Joint Conference on Neural Networks
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.source.none.fl_str_mv Scopus
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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