{"id":"https://openalex.org/W4390177010","doi":"https://doi.org/10.11591/ijai.v13.i1.pp711-721","title":"Machine learning-based intrusion detection system for detecting web attacks","display_name":"Machine learning-based intrusion detection system for detecting web attacks","publication_year":2023,"publication_date":"2023-12-25","ids":{"openalex":"https://openalex.org/W4390177010","doi":"https://doi.org/10.11591/ijai.v13.i1.pp711-721"},"language":"en","primary_location":{"id":"doi:10.11591/ijai.v13.i1.pp711-721","doi":"https://doi.org/10.11591/ijai.v13.i1.pp711-721","is_oa":true,"landing_page_url":"https://doi.org/10.11591/ijai.v13.i1.pp711-721","pdf_url":"https://ijai.iaescore.com/index.php/IJAI/article/download/23229/13874","source":{"id":"https://openalex.org/S2764408626","display_name":"IAES International Journal of Artificial Intelligence","issn_l":"2089-4872","issn":["2089-4872","2252-8938"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","poland-20","russia-white-list-2"],"host_organization":"https://openalex.org/P4310315009","host_organization_name":"Institute of Advanced Engineering and Science (IAES)","host_organization_lineage":["https://openalex.org/P4310315009"],"host_organization_lineage_names":["Institute of Advanced Engineering and Science (IAES)"],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IAES International Journal of Artificial Intelligence (IJ-AI)","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://ijai.iaescore.com/index.php/IJAI/article/download/23229/13874","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5004051913","display_name":"Fatimetou Abdou Vadhil","orcid":"https://orcid.org/0000-0002-7512-3107","observed_orcids":["https://orcid.org/0000-0002-7512-3107"]},"institutions":[{"id":"https://openalex.org/I90527594","display_name":"Universit\u00e9 de Nouakchott","ror":"https://ror.org/00pt67k84","country_code":"MR","type":"education","lineage":["https://openalex.org/I90527594"]}],"countries":["MR"],"is_corresponding":false,"raw_author_name":"Fatimetou Abdou Vadhil","raw_affiliation_strings":["University of Nouakchott"],"raw_orcid":"https://orcid.org/0000-0002-7512-3107","affiliations":[{"raw_affiliation_string":"University of Nouakchott","institution_ids":["https://openalex.org/I90527594"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088501937","display_name":"Mohamed Lemine Salihi","orcid":"https://orcid.org/0009-0008-7937-2929","observed_orcids":["https://orcid.org/0009-0008-7937-2929"]},"institutions":[{"id":"https://openalex.org/I90527594","display_name":"Universit\u00e9 de Nouakchott","ror":"https://ror.org/00pt67k84","country_code":"MR","type":"education","lineage":["https://openalex.org/I90527594"]}],"countries":["MR"],"is_corresponding":false,"raw_author_name":"Mohamed Lemine Salihi","raw_affiliation_strings":["University of Nouakchott"],"raw_orcid":"https://orcid.org/0009-0008-7937-2929","affiliations":[{"raw_affiliation_string":"University of Nouakchott","institution_ids":["https://openalex.org/I90527594"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078577368","display_name":"Mohamedade Farouk Nanne","orcid":"https://orcid.org/0000-0002-4079-8286","observed_orcids":["https://orcid.org/0000-0002-4079-8286"]},"institutions":[{"id":"https://openalex.org/I90527594","display_name":"Universit\u00e9 de Nouakchott","ror":"https://ror.org/00pt67k84","country_code":"MR","type":"education","lineage":["https://openalex.org/I90527594"]}],"countries":["MR"],"is_corresponding":false,"raw_author_name":"Mohamedade Farouk Nanne","raw_affiliation_strings":["University of Nouakchott"],"raw_orcid":"https://orcid.org/0000-0002-4079-8286","affiliations":[{"raw_affiliation_string":"University of Nouakchott","institution_ids":["https://openalex.org/I90527594"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I90527594"],"apc_list":null,"apc_paid":null,"fwci":2.6289,"has_fulltext":true,"cited_by_count":29,"citation_normalized_percentile":{"value":0.89805005,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"13","issue":"1","first_page":"711","last_page":"711"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9994999766349792,"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":0.9994999766349792,"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/T12326","display_name":"Network Packet Processing and Optimization","score":9.999999747378752e-05,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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":9.999999747378752e-05,"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":0.9679999947547913},{"id":"https://openalex.org/keywords/web-attacks","display_name":"web attacks","score":0.9449999928474426},{"id":"https://openalex.org/keywords/network-traffic-anomaly-detection","display_name":"network traffic anomaly detection","score":0.8489999771118164},{"id":"https://openalex.org/keywords/cicids2017","display_name":"CICIDS2017","score":0.8579999804496765},{"id":"https://openalex.org/keywords/classifiers","display_name":"machine learning classifiers","score":0.7699999809265137},{"id":"https://openalex.org/keywords/random-forest","display_name":"random forest","score":0.7549999952316284},{"id":"https://openalex.org/keywords/ensemble-methods","display_name":"ensemble methods","score":0.6439999938011169},{"id":"https://openalex.org/keywords/adaptive-boosting","display_name":"adaptive boosting","score":0.7020000219345093},{"id":"https://openalex.org/keywords/decision-tree","display_name":"decision tree","score":0.6930000185966492},{"id":"https://openalex.org/keywords/gaussian-naive-bayes","display_name":"Gaussian naive Bayes","score":0.8349999785423279},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"logistic regression","score":0.9440000057220459},{"id":"https://openalex.org/keywords/false-positive-rate","display_name":"false positive rate","score":0.5329999923706055},{"id":"https://openalex.org/keywords/unknown-attack-detection","display_name":"unknown attack detection","score":0.4410000145435333}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8280847668647766},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.6781972646713257},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.6474641561508179},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.5874053239822388},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.5644555687904358},{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.5617809295654297},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4595907926559448},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4371910095214844},{"id":"https://openalex.org/C86844869","wikidata":"https://www.wikidata.org/wiki/Q2798820","display_name":"Hacker","level":2,"score":0.4325949251651764},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4163798987865448},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.31675899028778076},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.242336243391037}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.11591/ijai.v13.i1.pp711-721","doi":"https://doi.org/10.11591/ijai.v13.i1.pp711-721","is_oa":true,"landing_page_url":"https://doi.org/10.11591/ijai.v13.i1.pp711-721","pdf_url":"https://ijai.iaescore.com/index.php/IJAI/article/download/23229/13874","source":{"id":"https://openalex.org/S2764408626","display_name":"IAES International Journal of Artificial Intelligence","issn_l":"2089-4872","issn":["2089-4872","2252-8938"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","poland-20","russia-white-list-2"],"host_organization":"https://openalex.org/P4310315009","host_organization_name":"Institute of Advanced Engineering and Science (IAES)","host_organization_lineage":["https://openalex.org/P4310315009"],"host_organization_lineage_names":["Institute of Advanced Engineering and Science (IAES)"],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IAES International Journal of Artificial Intelligence (IJ-AI)","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.11591/ijai.v13.i1.pp711-721","doi":"https://doi.org/10.11591/ijai.v13.i1.pp711-721","is_oa":true,"landing_page_url":"https://doi.org/10.11591/ijai.v13.i1.pp711-721","pdf_url":"https://ijai.iaescore.com/index.php/IJAI/article/download/23229/13874","source":{"id":"https://openalex.org/S2764408626","display_name":"IAES International Journal of Artificial Intelligence","issn_l":"2089-4872","issn":["2089-4872","2252-8938"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","poland-20","russia-white-list-2"],"host_organization":"https://openalex.org/P4310315009","host_organization_name":"Institute of Advanced Engineering and Science (IAES)","host_organization_lineage":["https://openalex.org/P4310315009"],"host_organization_lineage_names":["Institute of Advanced Engineering and Science (IAES)"],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IAES International Journal of Artificial Intelligence (IJ-AI)","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4390177010.pdf","grobid_xml":"https://content.openalex.org/works/W4390177010.grobid-xml"},"referenced_works_count":79,"referenced_works":["https://openalex.org/W433644524","https://openalex.org/W1145287022","https://openalex.org/W1489073918","https://openalex.org/W1535736950","https://openalex.org/W1577117059","https://openalex.org/W1982778443","https://openalex.org/W1988790447","https://openalex.org/W2010772936","https://openalex.org/W2016070752","https://openalex.org/W2030553727","https://openalex.org/W2047408376","https://openalex.org/W2099940443","https://openalex.org/W2143989995","https://openalex.org/W2148239836","https://openalex.org/W2333419896","https://openalex.org/W2541712849","https://openalex.org/W2597441556","https://openalex.org/W2789828921","https://openalex.org/W2799548584","https://openalex.org/W2888557253","https://openalex.org/W2891833507","https://openalex.org/W2899191278","https://openalex.org/W2908453820","https://openalex.org/W2911278693","https://openalex.org/W2911505293","https://openalex.org/W2911964244","https://openalex.org/W2924689635","https://openalex.org/W2931743911","https://openalex.org/W2936573766","https://openalex.org/W2958285686","https://openalex.org/W2959003478","https://openalex.org/W2969921328","https://openalex.org/W2970163326","https://openalex.org/W2970185401","https://openalex.org/W2974098484","https://openalex.org/W2980903627","https://openalex.org/W2981681713","https://openalex.org/W2989996086","https://openalex.org/W2990452082","https://openalex.org/W2990995058","https://openalex.org/W2995244841","https://openalex.org/W2997751246","https://openalex.org/W3011537250","https://openalex.org/W3031078472","https://openalex.org/W3035344630","https://openalex.org/W3043486047","https://openalex.org/W3091379954","https://openalex.org/W3110648702","https://openalex.org/W3111066710","https://openalex.org/W3113826220","https://openalex.org/W3120049788","https://openalex.org/W3126814579","https://openalex.org/W3160239963","https://openalex.org/W3165421225","https://openalex.org/W3194033356","https://openalex.org/W3197357864","https://openalex.org/W3202257091","https://openalex.org/W4206645429","https://openalex.org/W4210505033","https://openalex.org/W4210818611","https://openalex.org/W4225265955","https://openalex.org/W4225285764","https://openalex.org/W4280610250","https://openalex.org/W4281685443","https://openalex.org/W4281757528","https://openalex.org/W4282975758","https://openalex.org/W4283739108","https://openalex.org/W4291278258","https://openalex.org/W4308325369","https://openalex.org/W4308325379","https://openalex.org/W4312051043","https://openalex.org/W4313213566","https://openalex.org/W4318615325","https://openalex.org/W4318773415","https://openalex.org/W4320169074","https://openalex.org/W4320169093","https://openalex.org/W4321269798","https://openalex.org/W4362509583","https://openalex.org/W4399647672"],"related_works":["https://openalex.org/W3203007546","https://openalex.org/W4316657836","https://openalex.org/W6911307768","https://openalex.org/W3210361010","https://openalex.org/W4321349076","https://openalex.org/W6930118098","https://openalex.org/W4392193122","https://openalex.org/W7154830857","https://openalex.org/W4280530783","https://openalex.org/W7095467314"],"abstract_inverted_index":{"The":[0,126,153,173],"increasing":[1],"use":[2,93],"of":[3,11,55,89,94],"smart":[4],"devices":[5],"results":[6],"in":[7,109,123,143],"a":[8],"huge":[9],"amount":[10],"data,":[12,18],"which":[13,146],"raises":[14],"concerns":[15],"about":[16],"personal":[17],"including":[19],"health":[20],"data":[21,26],"and":[22,31,63,130,150,169,194],"financial":[23],"data.":[24],"This":[25,39],"circulates":[27],"on":[28,71,133],"the":[29,53,60,92,134],"network":[30,34,124],"can":[32,41],"encounter":[33],"traffic":[35,40,45,58],"at":[36],"any":[37],"time.":[38],"either":[42],"be":[43],"normal":[44],"or":[46,82],"an":[47],"intrusion":[48,65],"created":[49],"by":[50],"hackers":[51],"with":[52],"aim":[54],"injecting":[56],"abnormal":[57],"into":[59],"network.":[61],"Firewalls":[62],"traditional":[64],"detection":[66,139],"systems":[67,140],"detect":[68,80,86,120],"attacks":[69],"based":[70,132],"signature":[72],"patterns.":[73],"However,":[74],"this":[75,100,113],"is":[76,97],"not":[77],"sufficient":[78],"to":[79,119],"advanced":[81],"unknown":[83,90],"attacks.":[84,152],"To":[85],"different":[87],"types":[88],"attacks,":[91],"intelligent":[95],"techniques":[96,107],"essential.":[98],"In":[99,112],"paper,":[101],"we":[102],"analyse":[103],"some":[104],"machine":[105],"learning":[106],"proposed":[108],"recent":[110],"years.":[111],"study,":[114],"several":[115],"classifications":[116],"were":[117,128,155,175],"made":[118],"anomalous":[121],"behaviour":[122],"traffic.":[125],"models":[127,174],"built":[129],"evaluated":[131,176],"Canadian":[135],"Institute":[136],"for":[137],"Cybersecurity-intrusion":[138],"dataset":[141],"released":[142],"2017":[144],"(CIC-IDS-2017),":[145],"includes":[147],"both":[148],"current":[149],"historical":[151],"experiments":[154],"conducted":[156],"using":[157,177],"decision":[158],"tree,":[159],"random":[160],"forest,":[161],"logistic":[162],"regression,":[163],"gaussian":[164],"na\u00efve":[165],"bayes,":[166],"adaptive":[167],"boosting,":[168],"their":[170],"ensemble":[171],"approach.":[172],"various":[178],"evaluation":[179],"metrics":[180],"such":[181],"as":[182],"accuracy,":[183],"precision,":[184],"recall,":[185],"F1-score,":[186],"false":[187],"positive":[188],"rate,":[189],"receiver":[190],"operating":[191],"characteristic":[192],"curve,":[193],"calibration":[195],"curve.":[196]},"counts_by_year":[{"year":2026,"cited_by_count":9},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":12}],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2023-12-25T00:00:00"}
