{"id":"https://openalex.org/W4389313815","doi":"https://doi.org/10.1109/sds59856.2023.10329276","title":"Enhancing Intrusion Detection Systems Accuracy Using Machine Learning","display_name":"Enhancing Intrusion Detection Systems Accuracy Using Machine Learning","publication_year":2023,"publication_date":"2023-10-23","ids":{"openalex":"https://openalex.org/W4389313815","doi":"https://doi.org/10.1109/sds59856.2023.10329276"},"language":"en","primary_location":{"id":"doi:10.1109/sds59856.2023.10329276","is_oa":false,"landing_page_url":"https://doi.org/10.1109/sds59856.2023.10329276","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 Tenth International Conference on Software Defined Systems (SDS)","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/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,UAE","College of Engineering, Al Ain University, Abu Dhabi, UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Engineering, Al Ain University,Abu Dhabi,UAE","institution_ids":["https://openalex.org/I161913731"]},{"raw_affiliation_string":"College of Engineering, Al Ain University, Abu Dhabi, UAE","institution_ids":["https://openalex.org/I161913731"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083704852","display_name":"Bayan Abu Shawar","orcid":"https://orcid.org/0000-0003-3062-4511"},"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":"Bayan Abu Shawar","raw_affiliation_strings":["College of Engineering, Al Ain University,Abu Dhabi,UAE","College of Engineering, Al Ain University, Abu Dhabi, UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Engineering, Al Ain University,Abu Dhabi,UAE","institution_ids":["https://openalex.org/I161913731"]},{"raw_affiliation_string":"College of Engineering, Al Ain University, Abu Dhabi, UAE","institution_ids":["https://openalex.org/I161913731"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093415664","display_name":"Mohammad Alyafeai","orcid":null},"institutions":[{"id":"https://openalex.org/I117222138","display_name":"Abu Dhabi University","ror":"https://ror.org/01r3kjq03","country_code":"AE","type":"education","lineage":["https://openalex.org/I117222138"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Mohammad Alyafeai","raw_affiliation_strings":["Aixplain,Abu Dhabi,UAE","Aixplain, Abu Dhabi, UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Aixplain,Abu Dhabi,UAE","institution_ids":["https://openalex.org/I117222138"]},{"raw_affiliation_string":"Aixplain, Abu Dhabi, UAE","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102587525","display_name":"Amro Essam","orcid":null},"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":"Amro Essam","raw_affiliation_strings":["College of Engineering, Al Ain University,Abu Dhabi,UAE","College of Engineering, Al Ain University, Abu Dhabi, UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Engineering, Al Ain University,Abu Dhabi,UAE","institution_ids":["https://openalex.org/I161913731"]},{"raw_affiliation_string":"College of Engineering, Al Ain University, Abu Dhabi, UAE","institution_ids":["https://openalex.org/I161913731"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093415665","display_name":"Mohammed Ghassan","orcid":null},"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":"Mohammed Ghassan","raw_affiliation_strings":["College of Engineering, Al Ain University,Abu Dhabi,UAE","College of Engineering, Al Ain University, Abu Dhabi, UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Engineering, Al Ain University,Abu Dhabi,UAE","institution_ids":["https://openalex.org/I161913731"]},{"raw_affiliation_string":"College of Engineering, Al Ain University, Abu Dhabi, UAE","institution_ids":["https://openalex.org/I161913731"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5093415666","display_name":"Nahyan Alzaabi","orcid":null},"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":"Nahyan Alzaabi","raw_affiliation_strings":["College of Engineering, Al Ain University,Abu Dhabi,UAE","College of Engineering, Al Ain University, Abu Dhabi, UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Engineering, Al Ain University,Abu Dhabi,UAE","institution_ids":["https://openalex.org/I161913731"]},{"raw_affiliation_string":"College of Engineering, Al Ain University, Abu Dhabi, UAE","institution_ids":["https://openalex.org/I161913731"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.569,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.69565217,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"103","last_page":"106"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9997000098228455,"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":0.9997000098228455,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9940999746322632,"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"}},{"id":"https://openalex.org/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9921000003814697,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8236659169197083},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.7956672310829163},{"id":"https://openalex.org/keywords/intrusion-detection-system","display_name":"Intrusion detection system","score":0.7954418659210205},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7761940956115723},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.6169134974479675},{"id":"https://openalex.org/keywords/constant-false-alarm-rate","display_name":"Constant false alarm rate","score":0.5295155048370361},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5021035671234131},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.4405198097229004},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4275577664375305},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.361386775970459}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8236659169197083},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.7956672310829163},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.7954418659210205},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7761940956115723},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.6169134974479675},{"id":"https://openalex.org/C77052588","wikidata":"https://www.wikidata.org/wiki/Q644307","display_name":"Constant false alarm rate","level":2,"score":0.5295155048370361},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5021035671234131},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.4405198097229004},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4275577664375305},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.361386775970459},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/sds59856.2023.10329276","is_oa":false,"landing_page_url":"https://doi.org/10.1109/sds59856.2023.10329276","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 Tenth International Conference on Software Defined Systems (SDS)","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":12,"referenced_works":["https://openalex.org/W178168142","https://openalex.org/W2087016914","https://openalex.org/W2597347390","https://openalex.org/W2622610444","https://openalex.org/W2751274270","https://openalex.org/W2789828921","https://openalex.org/W2945719300","https://openalex.org/W2973862992","https://openalex.org/W3197701175","https://openalex.org/W4252644649","https://openalex.org/W4313369128","https://openalex.org/W4366748065"],"related_works":["https://openalex.org/W3193043704","https://openalex.org/W4386259002","https://openalex.org/W1546989560","https://openalex.org/W4366990902","https://openalex.org/W4317732970","https://openalex.org/W4388550696","https://openalex.org/W4321636153","https://openalex.org/W2122022187","https://openalex.org/W4313289487","https://openalex.org/W2115529843"],"abstract_inverted_index":{"Following":[0],"the":[1,30,63,82,130,192,199,240],"digital":[2],"revolution,":[3],"massive":[4],"amounts":[5],"of":[6,16,65,84,90,133,246],"data":[7,22,138],"have":[8,20],"been":[9],"produced":[10],"over":[11],"time":[12],"through":[13,123],"a":[14,78,88,106,142],"variety":[15],"networks.":[17],"The":[18,178,218],"networks":[19],"made":[21,72],"analysis":[23],"exceedingly":[24],"challenging":[25,103],"by":[26],"identifying":[27],"attacks":[28],"using":[29],"appropriate":[31],"approaches.":[32],"Although":[33],"intrusion":[34,109],"detection":[35,47,110,176,193],"systems":[36],"(IDSs)":[37],"protect":[38],"resources":[39],"from":[40,141],"threats,":[41],"they":[42,136],"still":[43],"struggle":[44],"with":[45,215,236,243],"increasing":[46],"accuracy,":[48],"cutting":[49],"down":[50],"on":[51],"false":[52],"alarm":[53],"rates,":[54],"and":[55,68,116,144,154,227],"finding":[56],"unidentified":[57],"threats.":[58],"Making":[59,77],"machines":[60],"intelligent":[61],"is":[62,71,81,183],"aim":[64],"artificial":[66,91],"intelligence,":[67],"knowledge":[69,126,140],"acquisition":[70],"possible":[73],"via":[74],"machine":[75,85,107,162,219],"learning.":[76],"computer":[79,155],"self-learner":[80],"goal":[83],"learning":[86,108,163,220],"(ML),":[87],"sub-field":[89],"intelligence.":[92],"This":[93],"capacity":[94],"for":[95],"self-learning":[96,124],"will":[97],"be":[98,168,186,233],"useful":[99],"in":[100,188,203],"tackling":[101],"many":[102],"issues.":[104],"Utilizing":[105],"system":[111],"can":[112],"increase":[113,191],"its":[114],"effectiveness":[115],"ability":[117],"to":[118,147,167,173,185,190,205,232],"recognize":[119],"new":[120],"attack":[121],"patterns":[122],"or":[125,139],"acquisition.":[127],"IDS":[128,172],"are":[129,151,165,230],"first":[131],"line":[132],"defense":[134],"because":[135],"gather":[137],"network":[143,153],"analyze":[145],"it":[146],"identify":[148],"components":[149],"that":[150],"breaking":[152],"security":[156],"laws.":[157],"In":[158],"this":[159],"paper,":[160],"some":[161],"algorithms":[164,200,221,242],"going":[166,184,231],"implemented":[169],"onto":[170],"an":[171,244],"measure":[174],"their":[175],"accuracy.":[177],"K-Fold":[179],"cross":[180],"validation":[181],"method":[182],"performed":[187],"order":[189,204],"rate.":[194],"As":[195],"well":[196],"as":[197],"run":[198],"multiple":[201],"times":[202],"find":[206],"out":[207],"which":[208],"features":[209],"hold":[210],"more":[211],"importance":[212],"when":[213],"compared":[214],"other":[216,241],"features.":[217],"K-Nearest":[222],"Neighbor":[223],"(KNN),":[224],"Decision":[225],"tree,":[226],"Random":[228],"Forest":[229],"implemented.":[234],"RF":[235],"100":[237],"trees":[238],"outperformed":[239],"accuracy":[245],"92.65%.":[247]},"counts_by_year":[{"year":2024,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}