Intelligent One-Class Classifiers for the Development of an Intrusion Detection System: The MQTT Case Study

[EN] The ever-increasing number of smart devices connected to the internet poses an unprecedented security challenge. This article presents the implementation of an Intrusion Detection System (IDS) based on the deployment of different one-class classifiers to prevent attacks over the Internet of Thi...

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Authors: Jove, Esteban, Aveleira Mata, José Antonio, Alaiz Moretón, Héctor, Casteleiro Roca, José Luis, Marcos del Blanco, David Yeregui, Zayas Gato, Francisco, Quintián, Héctor, Calvo Rolle, José Luis
Format: article
Status:Published version
Publication Date:2022
Country:España
Institution:Universidad de León
Repository:BULERIA. Repositorio Institucional de la Universidad de León
OAI Identifier:oai:buleria.unileon.es:10612/19739
Online Access:https://www.mdpi.com/2079-9292/11/3/422
https://hdl.handle.net/10612/19739
Access Level:Open access
Keyword:Informática
One-class
K-means
IoT
PCA
MQTT
APE
SVM
NCBoP
1203.17 Informática
id ES_7ab98cb770d327c23ff88d890d975c8d
oai_identifier_str oai:buleria.unileon.es:10612/19739
network_acronym_str ES
network_name_str España
repository_id_str
spelling Intelligent One-Class Classifiers for the Development of an Intrusion Detection System: The MQTT Case StudyJove, EstebanAveleira Mata, José AntonioAlaiz Moretón, HéctorCasteleiro Roca, José LuisMarcos del Blanco, David YereguiZayas Gato, FranciscoQuintián, HéctorCalvo Rolle, José LuisInformáticaOne-classK-meansIoTPCAMQTTAPESVMNCBoP1203.17 Informática[EN] The ever-increasing number of smart devices connected to the internet poses an unprecedented security challenge. This article presents the implementation of an Intrusion Detection System (IDS) based on the deployment of different one-class classifiers to prevent attacks over the Internet of Things (IoT) protocol Message Queuing Telemetry Transport (MQTT). The utilization of real data sets has allowed us to train the one-class algorithms, showing a remarkable performance in detecting attacks.SIInstituto Nacional de CiberseguridadInstituto de Ciencias Aplicadas a la CiberseguridadMDPIIngenieria de Sistemas y AutomaticaEscuela de Ingenierias Industrial, Informática y Aeroespacial2022info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionhttps://www.mdpi.com/2079-9292/11/3/422https://hdl.handle.net/10612/19739reponame:BULERIA. Repositorio Institucional de la Universidad de Leóninstname:Universidad de LeónIngléshttp://creativecommons.org/licenses/by/4.0/info:eu-repo/semantics/openAccessoai:buleria.unileon.es:10612/197392026-06-24T12:43:27Z
dc.title.none.fl_str_mv Intelligent One-Class Classifiers for the Development of an Intrusion Detection System: The MQTT Case Study
title Intelligent One-Class Classifiers for the Development of an Intrusion Detection System: The MQTT Case Study
spellingShingle Intelligent One-Class Classifiers for the Development of an Intrusion Detection System: The MQTT Case Study
Jove, Esteban
Informática
One-class
K-means
IoT
PCA
MQTT
APE
SVM
NCBoP
1203.17 Informática
title_short Intelligent One-Class Classifiers for the Development of an Intrusion Detection System: The MQTT Case Study
title_full Intelligent One-Class Classifiers for the Development of an Intrusion Detection System: The MQTT Case Study
title_fullStr Intelligent One-Class Classifiers for the Development of an Intrusion Detection System: The MQTT Case Study
title_full_unstemmed Intelligent One-Class Classifiers for the Development of an Intrusion Detection System: The MQTT Case Study
title_sort Intelligent One-Class Classifiers for the Development of an Intrusion Detection System: The MQTT Case Study
dc.creator.none.fl_str_mv Jove, Esteban
Aveleira Mata, José Antonio
Alaiz Moretón, Héctor
Casteleiro Roca, José Luis
Marcos del Blanco, David Yeregui
Zayas Gato, Francisco
Quintián, Héctor
Calvo Rolle, José Luis
author Jove, Esteban
author_facet Jove, Esteban
Aveleira Mata, José Antonio
Alaiz Moretón, Héctor
Casteleiro Roca, José Luis
Marcos del Blanco, David Yeregui
Zayas Gato, Francisco
Quintián, Héctor
Calvo Rolle, José Luis
author_role author
author2 Aveleira Mata, José Antonio
Alaiz Moretón, Héctor
Casteleiro Roca, José Luis
Marcos del Blanco, David Yeregui
Zayas Gato, Francisco
Quintián, Héctor
Calvo Rolle, José Luis
author2_role author
author
author
author
author
author
author
dc.contributor.none.fl_str_mv Ingenieria de Sistemas y Automatica
Escuela de Ingenierias Industrial, Informática y Aeroespacial
dc.subject.none.fl_str_mv Informática
One-class
K-means
IoT
PCA
MQTT
APE
SVM
NCBoP
1203.17 Informática
topic Informática
One-class
K-means
IoT
PCA
MQTT
APE
SVM
NCBoP
1203.17 Informática
description [EN] The ever-increasing number of smart devices connected to the internet poses an unprecedented security challenge. This article presents the implementation of an Intrusion Detection System (IDS) based on the deployment of different one-class classifiers to prevent attacks over the Internet of Things (IoT) protocol Message Queuing Telemetry Transport (MQTT). The utilization of real data sets has allowed us to train the one-class algorithms, showing a remarkable performance in detecting attacks.
publishDate 2022
dc.date.none.fl_str_mv 2022
dc.type.none.fl_str_mv info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
format article
status_str publishedVersion
dc.identifier.none.fl_str_mv https://www.mdpi.com/2079-9292/11/3/422
https://hdl.handle.net/10612/19739
url https://www.mdpi.com/2079-9292/11/3/422
https://hdl.handle.net/10612/19739
dc.language.none.fl_str_mv Inglés
language_invalid_str_mv Inglés
dc.rights.none.fl_str_mv http://creativecommons.org/licenses/by/4.0/
info:eu-repo/semantics/openAccess
rights_invalid_str_mv http://creativecommons.org/licenses/by/4.0/
eu_rights_str_mv openAccess
dc.publisher.none.fl_str_mv MDPI
publisher.none.fl_str_mv MDPI
dc.source.none.fl_str_mv reponame:BULERIA. Repositorio Institucional de la Universidad de León
instname:Universidad de León
instname_str Universidad de León
reponame_str BULERIA. Repositorio Institucional de la Universidad de León
collection BULERIA. Repositorio Institucional de la Universidad de León
repository.name.fl_str_mv
repository.mail.fl_str_mv
_version_ 1869411460107468800
score 15.300719

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