{"id":"https://openalex.org/W4392905543","doi":"https://doi.org/10.1109/acit58888.2023.10453827","title":"Analyzing and contrasting machine learning algorithms for Intrusion Detection System","display_name":"Analyzing and contrasting machine learning algorithms for Intrusion Detection System","publication_year":2023,"publication_date":"2023-12-06","ids":{"openalex":"https://openalex.org/W4392905543","doi":"https://doi.org/10.1109/acit58888.2023.10453827"},"language":"en","primary_location":{"id":"doi:10.1109/acit58888.2023.10453827","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/acit58888.2023.10453827","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 24th International Arab Conference on Information Technology (ACIT)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5094179256","display_name":"Shrouq Al-Daja","orcid":"https://orcid.org/0009-0006-9811-1949"},"institutions":[{"id":"https://openalex.org/I153687341","display_name":"Zarqa University","ror":"https://ror.org/01wf1es90","country_code":"JO","type":"education","lineage":["https://openalex.org/I153687341"]}],"countries":["JO"],"is_corresponding":true,"raw_author_name":"Shrouq Al-Daja","raw_affiliation_strings":["Zarqa University,Department of Data Science and Artificial Intelligence,Zarqa,Jordan","Department of Data Science and Artificial Intelligence, Zarqa University, Zarqa, Jordan"],"affiliations":[{"raw_affiliation_string":"Zarqa University,Department of Data Science and Artificial Intelligence,Zarqa,Jordan","institution_ids":["https://openalex.org/I153687341"]},{"raw_affiliation_string":"Department of Data Science and Artificial Intelligence, Zarqa University, Zarqa, Jordan","institution_ids":["https://openalex.org/I153687341"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5094179257","display_name":"Ala\u2019 Alyabrodi","orcid":"https://orcid.org/0009-0001-4297-3340"},"institutions":[{"id":"https://openalex.org/I153687341","display_name":"Zarqa University","ror":"https://ror.org/01wf1es90","country_code":"JO","type":"education","lineage":["https://openalex.org/I153687341"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Ala'Alyabrodi","raw_affiliation_strings":["Zarqa University,Department of Cyber Security,Zarqa,Jordan","Department of Cyber Security, Zarqa University, Zarqa, Jordan"],"affiliations":[{"raw_affiliation_string":"Zarqa University,Department of Cyber Security,Zarqa,Jordan","institution_ids":["https://openalex.org/I153687341"]},{"raw_affiliation_string":"Department of Cyber Security, Zarqa University, Zarqa, Jordan","institution_ids":["https://openalex.org/I153687341"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080292859","display_name":"Mohammad Rasmi Al-Mousa","orcid":"https://orcid.org/0000-0002-5176-0910"},"institutions":[{"id":"https://openalex.org/I153687341","display_name":"Zarqa University","ror":"https://ror.org/01wf1es90","country_code":"JO","type":"education","lineage":["https://openalex.org/I153687341"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Mohammad Rasmi Al-Mousa","raw_affiliation_strings":["Zarqa University,Department of Cyber Security,Zarqa,Jordan","Department of Cyber Security, Zarqa University, Zarqa, Jordan"],"affiliations":[{"raw_affiliation_string":"Zarqa University,Department of Cyber Security,Zarqa,Jordan","institution_ids":["https://openalex.org/I153687341"]},{"raw_affiliation_string":"Department of Cyber Security, Zarqa University, Zarqa, Jordan","institution_ids":["https://openalex.org/I153687341"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033173125","display_name":"Abdullah Yousef Al-Qammaz","orcid":null},"institutions":[{"id":"https://openalex.org/I153687341","display_name":"Zarqa University","ror":"https://ror.org/01wf1es90","country_code":"JO","type":"education","lineage":["https://openalex.org/I153687341"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Abdullah Al-Qammaz","raw_affiliation_strings":["Zarqa University,Department of Cyber Security,Zarqa,Jordan","Department of Cyber Security, Zarqa University, Zarqa, Jordan"],"affiliations":[{"raw_affiliation_string":"Zarqa University,Department of Cyber Security,Zarqa,Jordan","institution_ids":["https://openalex.org/I153687341"]},{"raw_affiliation_string":"Department of Cyber Security, Zarqa University, Zarqa, Jordan","institution_ids":["https://openalex.org/I153687341"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024298511","display_name":"Kholod Naser Olimat","orcid":null},"institutions":[{"id":"https://openalex.org/I153687341","display_name":"Zarqa University","ror":"https://ror.org/01wf1es90","country_code":"JO","type":"education","lineage":["https://openalex.org/I153687341"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Kholod Naser Olimat","raw_affiliation_strings":["Zarqa University,Department of English and Literature,Zarqa,Jordan","Department of English and Literature, Zarqa University, Zarqa, Jordan"],"affiliations":[{"raw_affiliation_string":"Zarqa University,Department of English and Literature,Zarqa,Jordan","institution_ids":["https://openalex.org/I153687341"]},{"raw_affiliation_string":"Department of English and Literature, Zarqa University, Zarqa, Jordan","institution_ids":["https://openalex.org/I153687341"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5094179258","display_name":"Hamza M Olemat","orcid":null},"institutions":[{"id":"https://openalex.org/I153687341","display_name":"Zarqa University","ror":"https://ror.org/01wf1es90","country_code":"JO","type":"education","lineage":["https://openalex.org/I153687341"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Hamza M Olemat","raw_affiliation_strings":["Zarqa University,Department of Computer Science,Zarqa,Jordan","Department of Computer Science, Zarqa University, Zarqa, Jordan"],"affiliations":[{"raw_affiliation_string":"Zarqa University,Department of Computer Science,Zarqa,Jordan","institution_ids":["https://openalex.org/I153687341"]},{"raw_affiliation_string":"Department of Computer Science, Zarqa University, Zarqa, Jordan","institution_ids":["https://openalex.org/I153687341"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026428185","display_name":"Mohammad Sh. Daoud","orcid":"https://orcid.org/0000-0003-2682-9231"},"institutions":[{"id":"https://openalex.org/I161913731","display_name":"Al Ain University","ror":"https://ror.org/023abrt21","country_code":"AE","type":"education","lineage":["https://openalex.org/I161913731"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Mohammad Sh Daoud","raw_affiliation_strings":["College of Engineering, Al Ain University,Abu Dhabi,United Arab Emirates","College of Engineering, Al Ain University, Abu Dhabi, United Arab Emirates"],"affiliations":[{"raw_affiliation_string":"College of Engineering, Al Ain University,Abu Dhabi,United Arab Emirates","institution_ids":["https://openalex.org/I161913731"]},{"raw_affiliation_string":"College of Engineering, Al Ain University, Abu Dhabi, United Arab Emirates","institution_ids":["https://openalex.org/I161913731"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5094179256"],"corresponding_institution_ids":["https://openalex.org/I153687341"],"apc_list":null,"apc_paid":null,"fwci":0.6019,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.70829887,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":"5","issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":1.0,"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":1.0,"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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":0.9952999949455261,"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/computer-science","display_name":"Computer science","score":0.7817926406860352},{"id":"https://openalex.org/keywords/intrusion-detection-system","display_name":"Intrusion detection system","score":0.7391729950904846},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.49706605076789856},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.48136383295059204}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7817926406860352},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.7391729950904846},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49706605076789856},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.48136383295059204}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/acit58888.2023.10453827","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/acit58888.2023.10453827","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 24th International Arab Conference on Information Technology (ACIT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W433644524","https://openalex.org/W2148143831","https://openalex.org/W2591712613","https://openalex.org/W2789828921","https://openalex.org/W2946445608","https://openalex.org/W2958285686","https://openalex.org/W2998216295","https://openalex.org/W2999585430","https://openalex.org/W3016454271","https://openalex.org/W3043486047","https://openalex.org/W3043530913","https://openalex.org/W3106717751","https://openalex.org/W3119693685","https://openalex.org/W3126814579","https://openalex.org/W3209772198","https://openalex.org/W4205519045","https://openalex.org/W4239554165","https://openalex.org/W4283728389","https://openalex.org/W4285246616","https://openalex.org/W4313484864","https://openalex.org/W4360777615","https://openalex.org/W4379471562","https://openalex.org/W4386068584","https://openalex.org/W6887788025","https://openalex.org/W7066667914"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"As":[0],"the":[1,75,78,86,140,157],"prevalence":[2],"of":[3,47,58,67,88,95,129,142,163,166,169,173,177],"sophisticated":[4],"network":[5,40],"attacks":[6],"continues":[7],"to":[8,39,70,84,99],"rise,":[9],"enhancing":[10],"conventional":[11],"intrusion":[12],"detection":[13,25,72],"systems":[14],"(IDS)":[15],"methods":[16],"presents":[17],"a":[18,45,53,65],"significant":[19,56],"challenge.":[20],"Machine":[21],"learning":[22],"(ML)-based":[23],"anomaly":[24],"and":[26,35,114,133,147,175],"cybersecurity":[27],"analytics":[28],"have":[29],"been":[30],"widely":[31],"used":[32],"in":[33],"research":[34],"development":[36],"projects":[37],"related":[38],"IDS.":[41],"This":[42],"study":[43,60,76,97],"explores":[44],"set":[46],"classifiers":[48],"on":[49],"specific":[50],"domain":[51],"is":[52,98,137],"cybersecurity.":[54],"A":[55],"aspect":[57],"this":[59,96],"involves":[61],"data":[62],"preparation,":[63],"including":[64],"selection":[66],"important":[68],"features":[69],"enhance":[71],"accuracy.":[73],"Additionally,":[74],"introduces":[77],"Synthetic":[79],"Minority":[80],"Over-sampling":[81],"Technique":[82],"(SMOTE)":[83],"address":[85],"challenge":[87],"classifying":[89],"imbalanced":[90],"data.":[91],"The":[92,120,135,150],"primary":[93],"aim":[94],"evaluate":[100],"various":[101],"classifiers,":[102,159],"such":[103],"as":[104],"Random":[105],"Forest":[106],"(RF),":[107],"Decision":[108],"Tree":[109],"(DT),":[110],"K-Nearest":[111],"Neighbors":[112],"(KNN),":[113],"Multi-layer":[115],"perceptron":[116],"(MLP)":[117],"neural":[118],"network.":[119],"experiments":[121],"involve":[122],"different":[123],"feature":[124],"groups":[125],"distributed":[126],"at":[127],"percentages":[128],"25%,":[130],"50%,":[131],"75%,":[132],"100%.":[134],"evaluation":[136,143],"conducted":[138],"from":[139],"perspectives":[141],"measurements,":[144],"time":[145],"consumption,":[146],"space":[148],"utilization.":[149],"experimental":[151],"findings":[152],"highlight":[153],"that":[154],"RF":[155],"outperforms":[156],"other":[158],"achieving":[160],"an":[161],"accuracy":[162],"0.96778,":[164],"precision":[165],"0.73007,":[167],"recall":[168],"0.74087,":[170],"F1":[171],"score":[172],"0.73184,":[174],"G-mean":[176],"0.22136.":[178]},"counts_by_year":[{"year":2024,"cited_by_count":3}],"updated_date":"2025-12-25T23:11:45.687758","created_date":"2025-10-10T00:00:00"}