{"id":"https://openalex.org/W4392347784","doi":"https://doi.org/10.1080/21642583.2024.2321381","title":"Enhancing intrusion detection in IoT networks using machine learning-based feature selection and ensemble models","display_name":"Enhancing intrusion detection in IoT networks using machine learning-based feature selection and ensemble models","publication_year":2024,"publication_date":"2024-03-02","ids":{"openalex":"https://openalex.org/W4392347784","doi":"https://doi.org/10.1080/21642583.2024.2321381"},"language":"en","primary_location":{"id":"doi:10.1080/21642583.2024.2321381","doi":"https://doi.org/10.1080/21642583.2024.2321381","is_oa":true,"landing_page_url":"https://doi.org/10.1080/21642583.2024.2321381","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/21642583.2024.2321381?download=true","source":{"id":"https://openalex.org/S2506060491","display_name":"Systems Science & Control Engineering","issn_l":"2164-2583","issn":["2164-2583"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-b","poland-40","russia-white-list-2"],"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Systems Science &amp; Control Engineering","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.tandfonline.com/doi/pdf/10.1080/21642583.2024.2321381?download=true","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5094041819","display_name":"Ayoob Almotairi","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I120238654","display_name":"Saudi Electronic University","ror":"https://ror.org/05ndh7v49","country_code":"SA","type":"education","lineage":["https://openalex.org/I120238654"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Ayoob Almotairi","raw_affiliation_strings":["College of Computing and Informatics, Saudi Electronic University, Riyadh, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computing and Informatics, Saudi Electronic University, Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I120238654"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076452112","display_name":"Samer Atawneh","orcid":"https://orcid.org/0000-0001-7590-7887","observed_orcids":["https://orcid.org/0000-0001-7590-7887"]},"institutions":[{"id":"https://openalex.org/I120238654","display_name":"Saudi Electronic University","ror":"https://ror.org/05ndh7v49","country_code":"SA","type":"education","lineage":["https://openalex.org/I120238654"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Samer Atawneh","raw_affiliation_strings":["College of Computing and Informatics, Saudi Electronic University, Riyadh, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computing and Informatics, Saudi Electronic University, Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I120238654"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057174588","display_name":"Osama Ahmed Khashan","orcid":"https://orcid.org/0000-0003-1965-1869","observed_orcids":["https://orcid.org/0000-0003-1965-1869"]},"institutions":[{"id":"https://openalex.org/I4405259498","display_name":"Rabdan Academy","ror":"https://ror.org/02ap92826","country_code":"AE","type":"education","lineage":["https://openalex.org/I4405259498"]}],"countries":["AE"],"is_corresponding":true,"raw_author_name":"Osama A. Khashan","raw_affiliation_strings":["Research and Innovation Centers, Rabdan Academy, Abu Dhabi, United Arab Emirates"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research and Innovation Centers, Rabdan Academy, Abu Dhabi, United Arab Emirates","institution_ids":["https://openalex.org/I4405259498"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5085358047","display_name":"Nour M. Khafajah","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I91633459","display_name":"Middle East University","ror":"https://ror.org/059bgad73","country_code":"JO","type":"education","lineage":["https://openalex.org/I91633459"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Nour M. Khafajah","raw_affiliation_strings":["MEU Research Unit, Middle East University, Amman, Jordan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"MEU Research Unit, Middle East University, Amman, Jordan","institution_ids":["https://openalex.org/I91633459"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5057174588"],"corresponding_institution_ids":["https://openalex.org/I4405259498"],"apc_list":{"value":950,"currency":"GBP","value_usd":1165},"apc_paid":{"value":950,"currency":"GBP","value_usd":1165},"fwci":13.8455,"has_fulltext":true,"cited_by_count":108,"citation_normalized_percentile":{"value":0.99414794,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"12","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9980000257492065,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9980000257492065,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13038","display_name":"Internet of Things and AI","score":0.0006000000284984708,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.00019999999494757503,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/intrusion-detection","display_name":"intrusion detection","score":0.7919999957084656},{"id":"https://openalex.org/keywords/iot-security","display_name":"Internet of Things security","score":0.9660000205039978},{"id":"https://openalex.org/keywords/feature-selection","display_name":"feature selection","score":0.9120000004768372},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"ensemble learning","score":0.7889999747276306},{"id":"https://openalex.org/keywords/ton-iot-dataset","display_name":"ToN-IoT","score":0.6909999847412109},{"id":"https://openalex.org/keywords/iot-network-security","display_name":"IoT network security","score":0.5839999914169312},{"id":"https://openalex.org/keywords/classification-performance","display_name":"classification performance","score":0.3240000009536743}],"concepts":[{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.7035601735115051},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6137702465057373},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6034893989562988},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.5922889709472656},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.569888174533844},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5645772814750671},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5221348404884338},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5056555271148682},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.4934455454349518},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.35611462593078613},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.16803285479545593},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1080/21642583.2024.2321381","doi":"https://doi.org/10.1080/21642583.2024.2321381","is_oa":true,"landing_page_url":"https://doi.org/10.1080/21642583.2024.2321381","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/21642583.2024.2321381?download=true","source":{"id":"https://openalex.org/S2506060491","display_name":"Systems Science & Control Engineering","issn_l":"2164-2583","issn":["2164-2583"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-b","poland-40","russia-white-list-2"],"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Systems Science &amp; Control Engineering","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:b541f88bf390464e95d26ffc4739fe6b","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/b541f88bf390464e95d26ffc4739fe6b","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Systems Science & Control Engineering, Vol 12, Iss 1 (2024)","raw_type":"article"},{"id":"pmh:oai:scholarlyworks.ra.ac.ae:123456789/1820","doi":null,"is_oa":true,"landing_page_url":"https://doi.org/10.1080/21642583.2024.2321381","pdf_url":null,"source":{"id":"https://openalex.org/S7407064534","display_name":"Rabdan Academy Digital Repository (Rabdan Academy)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://api.elsevier.com/content/abstract/scopus_id/85186614207","raw_type":"Article"}],"best_oa_location":{"id":"doi:10.1080/21642583.2024.2321381","doi":"https://doi.org/10.1080/21642583.2024.2321381","is_oa":true,"landing_page_url":"https://doi.org/10.1080/21642583.2024.2321381","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/21642583.2024.2321381?download=true","source":{"id":"https://openalex.org/S2506060491","display_name":"Systems Science & Control Engineering","issn_l":"2164-2583","issn":["2164-2583"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-b","poland-40","russia-white-list-2"],"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Systems Science &amp; Control Engineering","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.6773999929428101,"id":"https://metadata.un.org/sdg/9"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4392347784.pdf","grobid_xml":"https://content.openalex.org/works/W4392347784.grobid-xml"},"referenced_works_count":53,"referenced_works":["https://openalex.org/W2888997522","https://openalex.org/W2902883059","https://openalex.org/W2913497771","https://openalex.org/W2919868916","https://openalex.org/W2945594226","https://openalex.org/W2979354191","https://openalex.org/W2998019206","https://openalex.org/W2999585430","https://openalex.org/W3006558576","https://openalex.org/W3014985509","https://openalex.org/W3047132966","https://openalex.org/W3093621053","https://openalex.org/W3094470083","https://openalex.org/W3099375740","https://openalex.org/W3106015623","https://openalex.org/W3116401423","https://openalex.org/W3120036043","https://openalex.org/W3120934607","https://openalex.org/W3125328758","https://openalex.org/W3127378317","https://openalex.org/W3128258093","https://openalex.org/W3134274385","https://openalex.org/W3140854437","https://openalex.org/W3152112011","https://openalex.org/W3157770576","https://openalex.org/W3167777207","https://openalex.org/W3179240416","https://openalex.org/W3196738623","https://openalex.org/W3197213531","https://openalex.org/W3202083238","https://openalex.org/W3206599325","https://openalex.org/W3209622650","https://openalex.org/W4206713037","https://openalex.org/W4220957574","https://openalex.org/W4246948871","https://openalex.org/W4280535971","https://openalex.org/W4280610250","https://openalex.org/W4285107282","https://openalex.org/W4285300983","https://openalex.org/W4285305849","https://openalex.org/W4286582030","https://openalex.org/W4288081252","https://openalex.org/W4310676095","https://openalex.org/W4312101695","https://openalex.org/W4312847977","https://openalex.org/W4317754097","https://openalex.org/W4323050995","https://openalex.org/W4323313097","https://openalex.org/W4323349130","https://openalex.org/W4361987684","https://openalex.org/W4364359658","https://openalex.org/W4376254044","https://openalex.org/W4391407232"],"related_works":["https://openalex.org/W7167684174","https://openalex.org/W4411621765","https://openalex.org/W4378420927","https://openalex.org/W3196738623","https://openalex.org/W7128395926","https://openalex.org/W4404056954","https://openalex.org/W4320919659","https://openalex.org/W7154467648","https://openalex.org/W4391689961","https://openalex.org/W7138234118"],"abstract_inverted_index":{"Internet":[0],"of":[1,50,84,94,110,121,134],"Things":[2],"(IoT)":[3],"technology":[4],"has":[5],"evolved":[6],"significantly,":[7],"transitioning":[8],"from":[9,126],"personal":[10],"devices":[11,28],"to":[12,26,38,74,137,156,188],"powering":[13],"smart":[14],"cities":[15],"and":[16,32,40,71,76,107,129,170,175],"global":[17],"deployments":[18],"across":[19],"diverse":[20,27],"industries.However,":[21],"security":[22],"challenges":[23],"arise":[24],"due":[25],"using":[29],"various":[30,115],"protocols":[31],"having":[33],"limited":[34],"computational":[35],"capabilities,":[36],"leading":[37],"vulnerabilities":[39],"potential":[41],"intrusions":[42],"in":[43,53],"IoT":[44,54,65,85,143,162,190],"networks.This":[45],"paper":[46],"addresses":[47],"the":[48,92,95,102,108,131,141,148,177],"challenge":[49],"intrusion":[51,82,163],"detection":[52,83],"by":[55],"introducing":[56],"a":[57,185],"heterogeneous":[58],"machine":[59,117],"learning-based":[60],"stack":[61],"classifier":[62],"model":[63,67,113,150],"for":[64,81,98,161],"data.The":[66],"employs":[68],"feature":[69,99],"selection":[70],"ensemble":[72,112,149,179],"modelling":[73],"investigate":[75],"enhance":[77,138],"key":[78,158],"classification":[79,139,159],"metrics":[80,160],"data.This":[86],"approach":[87,180],"comprises":[88],"two":[89],"core":[90],"components:":[91],"utilization":[93],"K-Best":[96],"algorithm":[97],"selection,":[100],"extracting":[101],"top":[103],"15":[104],"critical":[105],"features":[106,128],"construction":[109],"an":[111],"incorporating":[114],"traditional":[116],"learning":[118],"models.The":[119],"integration":[120],"these":[122],"components":[123],"harnesses":[124],"information":[125],"selected":[127],"leverages":[130],"collective":[132],"strength":[133],"individual":[135,152],"models":[136],"performance.Using":[140],"'Ton":[142],"dataset,'":[144],"our":[145],"experiments":[146],"compare":[147],"with":[151],"ones.This":[153],"research":[154],"aims":[155],"improve":[157],"detection,":[164],"focusing":[165],"on":[166],"accuracy,":[167],"precision,":[168],"recall":[169],"F1":[171],"score.Through":[172],"rigorous":[173],"experimentation":[174],"comparisons,":[176],"proposed":[178],"showcases":[181],"exceptional":[182],"performance,":[183],"providing":[184],"robust":[186],"solution":[187],"fortify":[189],"network":[191],"security.":[192]},"counts_by_year":[{"year":2026,"cited_by_count":42},{"year":2025,"cited_by_count":50},{"year":2024,"cited_by_count":16}],"updated_date":"2026-11-12T12:28:57.059296","created_date":"2024-03-05T00:00:00"}
